From bd224c516ec7902c067bba2a688ad2433efd64c7 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 26 Aug 2024 13:07:33 +0200 Subject: [PATCH] added video --- .../_build/.doctrees/environment.pickle | Bin 266249 -> 266262 bytes .../_build/.doctrees/week35.doctree | Bin 504537 -> 504916 bytes .../_build/html/_sources/week35.ipynb | 820 ++++++++--------- doc/LectureNotes/_build/html/searchindex.js | 2 +- doc/LectureNotes/_build/html/week35.html | 49 +- .../_build/jupyter_execute/week35.ipynb | 868 +++++++++--------- .../_build/jupyter_execute/week35.py | 8 +- doc/LectureNotes/week35.ipynb | 820 ++++++++--------- doc/pub/week35/html/._week35-bs001.html | 1 + doc/pub/week35/html/week35-reveal.html | 1 + doc/pub/week35/html/week35-solarized.html | 1 + doc/pub/week35/html/week35.html | 1 + doc/pub/week35/ipynb/ipynb-week35-src.tar.gz | Bin 191 -> 192 bytes doc/pub/week35/ipynb/week35.ipynb | 820 ++++++++--------- doc/src/week35/week35.do.txt | 1 + 15 files changed, 1704 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"editable": true }, @@ -49,7 +49,7 @@ }, { "cell_type": "markdown", - "id": "0fe93a22", + "id": "3d8f7c5e", "metadata": { "editable": true }, @@ -58,16 +58,18 @@ "\n", "1. These lecture notes\n", "\n", - "2. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", + "2. [Video of lecture](https://youtu.be/VKakN-e4aUA)\n", "\n", - "3. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", "\n", - "4. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." + "4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "\n", + "5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." ] }, { "cell_type": "markdown", - "id": "88c554b6", + "id": "136f0fb9", "metadata": { "editable": true }, @@ -101,7 +103,7 @@ }, { "cell_type": "markdown", - "id": "cac03766", + "id": "81e34904", "metadata": { "editable": true }, @@ -117,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "9ff9b1d8", + "id": "9eb8c3c0", "metadata": { "editable": true }, @@ -129,7 +131,7 @@ }, { "cell_type": "markdown", - "id": "65e2020b", + "id": "b57a761c", "metadata": { "editable": true }, @@ -139,7 +141,7 @@ }, { "cell_type": "markdown", - "id": "2c1af26e", + "id": "a1938870", "metadata": { "editable": true }, @@ -151,7 +153,7 @@ }, { "cell_type": "markdown", - "id": "f324d64b", + "id": "f4dfd5db", "metadata": { "editable": true }, @@ -172,7 +174,7 @@ }, { "cell_type": "markdown", - "id": "125dcb74", + "id": "eb46d019", "metadata": { "editable": true }, @@ -184,7 +186,7 @@ }, { "cell_type": "markdown", - "id": "5c9da59d", + "id": "97bb0d9d", "metadata": { "editable": true }, @@ -197,7 +199,7 @@ }, { "cell_type": "markdown", - "id": "a5afa34c", + "id": "70a33137", "metadata": { "editable": true }, @@ -209,7 +211,7 @@ }, { "cell_type": "markdown", - "id": "2022e4f2", + "id": "bc9a57c9", "metadata": { "editable": true }, @@ -221,7 +223,7 @@ }, { "cell_type": "markdown", - "id": "eda7900c", + "id": "fd395098", "metadata": { "editable": true }, @@ -231,7 +233,7 @@ }, { "cell_type": "markdown", - "id": "d3a51876", + "id": "c6c37190", "metadata": { "editable": true }, @@ -243,7 +245,7 @@ }, { "cell_type": "markdown", - "id": "b2e04c71", + "id": "3754a599", "metadata": { "editable": true }, @@ -256,7 +258,7 @@ }, { "cell_type": "markdown", - "id": "0e554907", + "id": "eb1e5c6a", "metadata": { "editable": true }, @@ -268,7 +270,7 @@ }, { "cell_type": "markdown", - "id": "41558215", + "id": "c5bab63d", "metadata": { "editable": true }, @@ -278,7 +280,7 @@ }, { "cell_type": "markdown", - "id": "4345873f", + "id": "469d828a", "metadata": { "editable": true }, @@ -290,7 +292,7 @@ }, { "cell_type": "markdown", - "id": "12d50cdd", + "id": "99cb3e0c", "metadata": { "editable": true }, @@ -302,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "54045737", + "id": "a313d648", "metadata": { "editable": true }, @@ -313,7 +315,7 @@ }, { "cell_type": "markdown", - "id": "7c53c69e", + "id": "45638946", "metadata": { "editable": true }, @@ -325,7 +327,7 @@ }, { "cell_type": "markdown", - "id": "6d3e0fad", + "id": "b8130f9c", "metadata": { "editable": true }, @@ -344,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "1818740e", + "id": "c2a5f5ad", "metadata": { "editable": true }, @@ -357,7 +359,7 @@ }, { "cell_type": "markdown", - "id": "5d5a8b34", + "id": "7385a922", "metadata": { "editable": true }, @@ -367,7 +369,7 @@ }, { "cell_type": "markdown", - "id": "c9675043", + "id": "c3413e2f", "metadata": { "editable": true }, @@ -379,7 +381,7 @@ }, { "cell_type": "markdown", - "id": "f0a1bb02", + "id": "3349093c", "metadata": { "editable": true }, @@ -389,7 +391,7 @@ }, { "cell_type": "markdown", - "id": "33b1e69b", + "id": "1a33ba2e", "metadata": { "editable": true }, @@ -401,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "5d862732", + "id": "1a6045f4", "metadata": { "editable": true }, @@ -411,7 +413,7 @@ }, { "cell_type": "markdown", - "id": "0d923d08", + "id": "7b311171", "metadata": { "editable": true }, @@ -423,7 +425,7 @@ }, { "cell_type": "markdown", - "id": "f5f5d0d8", + "id": "558d3b32", "metadata": { "editable": true }, @@ -434,7 +436,7 @@ }, { "cell_type": "markdown", - "id": "63ce888f", + "id": "deffceee", "metadata": { "editable": true }, @@ -446,7 +448,7 @@ }, { "cell_type": "markdown", - "id": "ac657932", + "id": "fffc54ec", "metadata": { "editable": true }, @@ -456,7 +458,7 @@ }, { "cell_type": "markdown", - "id": "acf875f2", + "id": "6f492262", "metadata": { "editable": true }, @@ -468,7 +470,7 @@ }, { "cell_type": "markdown", - "id": "cb877b14", + "id": "8d378b38", "metadata": { "editable": true }, @@ -478,7 +480,7 @@ }, { "cell_type": "markdown", - "id": "e8a4ea75", + "id": "539d62f8", "metadata": { "editable": true }, @@ -490,7 +492,7 @@ }, { "cell_type": "markdown", - "id": "c335f569", + "id": "238a8e6d", "metadata": { "editable": true }, @@ -510,7 +512,7 @@ }, { "cell_type": "markdown", - "id": "a05d5f2e", + "id": "29e68d43", "metadata": { "editable": true }, @@ -537,7 +539,7 @@ }, { "cell_type": "markdown", - "id": "ef316a3d", + "id": "2b2ff1ac", "metadata": { "editable": true }, @@ -549,7 +551,7 @@ }, { "cell_type": "markdown", - "id": "a1a9f56e", + "id": "296d789f", "metadata": { "editable": true }, @@ -561,7 +563,7 @@ }, { "cell_type": "markdown", - "id": "56b2181f", + "id": "77190213", "metadata": { "editable": true }, @@ -577,7 +579,7 @@ }, { "cell_type": "markdown", - "id": "0089ad66", + "id": "c908c476", "metadata": { "editable": true }, @@ -595,7 +597,7 @@ }, { "cell_type": "markdown", - "id": "50288504", + "id": "d6df5bf4", "metadata": { "editable": true }, @@ -607,7 +609,7 @@ }, { "cell_type": "markdown", - "id": "74f24d00", + "id": "825ed674", "metadata": { "editable": true }, @@ -619,7 +621,7 @@ }, { "cell_type": "markdown", - "id": "2b45a174", + "id": "ba708b07", "metadata": { "editable": true }, @@ -630,7 +632,7 @@ }, { "cell_type": "markdown", - "id": "f4a369c7", + "id": "e7515806", "metadata": { "editable": true }, @@ -642,7 +644,7 @@ }, { "cell_type": "markdown", - "id": "2e455193", + "id": "ec27da02", "metadata": { "editable": true }, @@ -652,7 +654,7 @@ }, { "cell_type": "markdown", - "id": "b2933c3d", + "id": "0e568f9b", "metadata": { "editable": true }, @@ -664,7 +666,7 @@ }, { "cell_type": "markdown", - "id": "0b10ad24", + "id": "50b3c398", "metadata": { "editable": true }, @@ -678,7 +680,7 @@ }, { "cell_type": "markdown", - "id": "7472889a", + "id": "f67a6838", "metadata": { "editable": true }, @@ -690,7 +692,7 @@ }, { "cell_type": "markdown", - "id": "419fc6a1", + "id": "27095386", "metadata": { "editable": true }, @@ -702,7 +704,7 @@ }, { "cell_type": "markdown", - "id": "48267c0e", + "id": "97e6e136", "metadata": { "editable": true }, @@ -714,7 +716,7 @@ }, { "cell_type": "markdown", - "id": "026ff83a", + "id": "2f2cb2f1", "metadata": { "editable": true }, @@ -724,7 +726,7 @@ }, { "cell_type": "markdown", - "id": "8de2adcf", + "id": "19160cb4", "metadata": { "editable": true }, @@ -736,7 +738,7 @@ }, { "cell_type": "markdown", - "id": "cae41745", + "id": "50ff8918", "metadata": { "editable": true }, @@ -748,7 +750,7 @@ }, { "cell_type": "markdown", - "id": "aefb1de0", + "id": "615fbba5", "metadata": { "editable": true }, @@ -760,7 +762,7 @@ }, { "cell_type": "markdown", - "id": "7c48017e", + "id": "4116f7dd", "metadata": { "editable": true }, @@ -774,7 +776,7 @@ }, { "cell_type": "markdown", - "id": "cd9531e1", + "id": "2ee0f30c", "metadata": { "editable": true }, @@ -786,7 +788,7 @@ }, { "cell_type": "markdown", - "id": "2a51643c", + "id": "bd14b926", "metadata": { "editable": true }, @@ -798,7 +800,7 @@ }, { "cell_type": "markdown", - "id": "5797072d", + "id": "5b7c9517", "metadata": { "editable": true }, @@ -810,7 +812,7 @@ }, { "cell_type": "markdown", - "id": "49f48019", + "id": "2a8bb990", "metadata": { "editable": true }, @@ -820,7 +822,7 @@ }, { "cell_type": "markdown", - "id": "e32fded3", + "id": "5e4cee2a", "metadata": { "editable": true }, @@ -832,7 +834,7 @@ }, { "cell_type": "markdown", - "id": "06a95180", + "id": "32358c8c", "metadata": { "editable": true }, @@ -842,7 +844,7 @@ }, { "cell_type": "markdown", - "id": "7486bc1a", + "id": "582e5dd2", "metadata": { "editable": true }, @@ -854,7 +856,7 @@ }, { "cell_type": "markdown", - "id": "ceccd894", + "id": "09021946", "metadata": { "editable": true }, @@ -864,7 +866,7 @@ }, { "cell_type": "markdown", - "id": "623da8cd", + "id": "1996c675", "metadata": { "editable": true }, @@ -876,7 +878,7 @@ }, { "cell_type": "markdown", - "id": "95f0b356", + "id": "21a8f52b", "metadata": { "editable": true }, @@ -888,7 +890,7 @@ }, { "cell_type": "markdown", - "id": "6f17b240", + "id": "750c017f", "metadata": { "editable": true }, @@ -900,7 +902,7 @@ }, { "cell_type": "markdown", - "id": "468c5563", + "id": "ad136af2", "metadata": { "editable": true }, @@ -915,7 +917,7 @@ }, { "cell_type": "markdown", - "id": "8936d5d5", + "id": "afac1035", "metadata": { "editable": true }, @@ -927,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "22b0f678", + "id": "2b7bf070", "metadata": { "editable": true }, @@ -937,7 +939,7 @@ }, { "cell_type": "markdown", - "id": "d266b672", + "id": "2670dafb", "metadata": { "editable": true }, @@ -949,7 +951,7 @@ }, { "cell_type": "markdown", - "id": "35b94dd8", + "id": "63337734", "metadata": { "editable": true }, @@ -959,7 +961,7 @@ }, { "cell_type": "markdown", - "id": "a2a5a371", + "id": "bda0b6b2", "metadata": { "editable": true }, @@ -971,7 +973,7 @@ }, { "cell_type": "markdown", - "id": "d3524468", + "id": "db44d551", "metadata": { "editable": true }, @@ -981,7 +983,7 @@ }, { "cell_type": "markdown", - "id": "981b36ff", + "id": "a389e623", "metadata": { "editable": true }, @@ -993,7 +995,7 @@ }, { "cell_type": "markdown", - "id": "0cd35260", + "id": "a8e046db", "metadata": { "editable": true }, @@ -1005,7 +1007,7 @@ }, { "cell_type": "markdown", - "id": "91f31dc4", + "id": "074cc965", "metadata": { "editable": true }, @@ -1017,7 +1019,7 @@ }, { "cell_type": "markdown", - "id": "c74b64cc", + "id": "fca52100", "metadata": { "editable": true }, @@ -1027,7 +1029,7 @@ }, { "cell_type": "markdown", - "id": "18ba38ad", + "id": "9c56f854", "metadata": { "editable": true }, @@ -1039,7 +1041,7 @@ }, { "cell_type": "markdown", - "id": "8fb70fd5", + "id": "7a556df3", "metadata": { "editable": true }, @@ -1052,7 +1054,7 @@ }, { "cell_type": "markdown", - "id": "3a477676", + "id": "67239adf", "metadata": { "editable": true }, @@ -1064,7 +1066,7 @@ }, { "cell_type": "markdown", - "id": "ac7efc29", + "id": "a10c57f5", "metadata": { "editable": true }, @@ -1074,7 +1076,7 @@ }, { "cell_type": "markdown", - "id": "ce15e114", + "id": "a7c13076", "metadata": { "editable": true }, @@ -1086,7 +1088,7 @@ }, { "cell_type": "markdown", - "id": "4795c8b7", + "id": "db2e932a", "metadata": { "editable": true }, @@ -1096,7 +1098,7 @@ }, { "cell_type": "markdown", - "id": "d559e832", + "id": "b001a262", "metadata": { "editable": true }, @@ -1108,7 +1110,7 @@ }, { "cell_type": "markdown", - "id": "e90bed1a", + "id": "c4ec2cb7", "metadata": { "editable": true }, @@ -1118,7 +1120,7 @@ }, { "cell_type": "markdown", - "id": "1618df78", + "id": "35bba0f9", "metadata": { "editable": true }, @@ -1130,7 +1132,7 @@ }, { "cell_type": "markdown", - "id": "802ebc53", + "id": "39d2d221", "metadata": { "editable": true }, @@ -1140,7 +1142,7 @@ }, { "cell_type": "markdown", - "id": "6b3555fc", + "id": "0a18b7bb", "metadata": { "editable": true }, @@ -1152,7 +1154,7 @@ }, { "cell_type": "markdown", - "id": "ec8eed07", + "id": "d22d6836", "metadata": { "editable": true }, @@ -1162,7 +1164,7 @@ }, { "cell_type": "markdown", - "id": "97ae5724", + "id": "567161ac", "metadata": { "editable": true }, @@ -1174,7 +1176,7 @@ }, { "cell_type": "markdown", - "id": "66a2c1fa", + "id": "28e3d37b", "metadata": { "editable": true }, @@ -1186,7 +1188,7 @@ }, { "cell_type": "markdown", - "id": "5b6a6eec", + "id": "e42fd086", "metadata": { "editable": true }, @@ -1198,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "c1d5dd81", + "id": "8fc99a0c", "metadata": { "editable": true }, @@ -1210,7 +1212,7 @@ }, { "cell_type": "markdown", - "id": "a78762eb", + "id": "86d74fd9", "metadata": { "editable": true }, @@ -1222,7 +1224,7 @@ }, { "cell_type": "markdown", - "id": "64f698c7", + "id": "554b9a43", "metadata": { "editable": true }, @@ -1238,7 +1240,7 @@ }, { "cell_type": "markdown", - "id": "d1ae0752", + "id": "d1affa7d", "metadata": { "editable": true }, @@ -1250,7 +1252,7 @@ }, { "cell_type": "markdown", - "id": "49da5a44", + "id": "cf2e3528", "metadata": { "editable": true }, @@ -1260,7 +1262,7 @@ }, { "cell_type": "markdown", - "id": "18ad73ea", + "id": "9bfab245", "metadata": { "editable": true }, @@ -1272,7 +1274,7 @@ }, { "cell_type": "markdown", - "id": "ad87fa1c", + "id": "4e923312", "metadata": { "editable": true }, @@ -1290,7 +1292,7 @@ }, { "cell_type": "markdown", - "id": "ef1776e5", + "id": "ae25f416", "metadata": { "editable": true }, @@ -1302,7 +1304,7 @@ }, { "cell_type": "markdown", - "id": "2276a02e", + "id": "d616c204", "metadata": { "editable": true }, @@ -1314,7 +1316,7 @@ }, { "cell_type": "markdown", - "id": "5c723798", + "id": "c767f7d8", "metadata": { "editable": true }, @@ -1324,7 +1326,7 @@ }, { "cell_type": "markdown", - "id": "219ee33e", + "id": "5e10686f", "metadata": { "editable": true }, @@ -1336,7 +1338,7 @@ }, { "cell_type": "markdown", - "id": "f5d32391", + "id": "0d8fd143", "metadata": { "editable": true }, @@ -1346,7 +1348,7 @@ }, { "cell_type": "markdown", - "id": "78f026b8", + "id": "bf85a0ca", "metadata": { "editable": true }, @@ -1358,7 +1360,7 @@ }, { "cell_type": "markdown", - "id": "f6d525fc", + "id": "f8625113", "metadata": { "editable": true }, @@ -1368,7 +1370,7 @@ }, { "cell_type": "markdown", - "id": "a6a0c647", + "id": "ca3f31df", "metadata": { "editable": true }, @@ -1382,7 +1384,7 @@ }, { "cell_type": "markdown", - "id": "3f4b93d1", + "id": "32f2e67e", "metadata": { "editable": true }, @@ -1394,7 +1396,7 @@ }, { "cell_type": "markdown", - "id": "7672566e", + "id": "c0571367", "metadata": { "editable": true }, @@ -1405,7 +1407,7 @@ }, { "cell_type": "markdown", - "id": "e5c25220", + "id": "6199aacb", "metadata": { "editable": true }, @@ -1418,7 +1420,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "e7d45233", + "id": "e17aecdf", "metadata": { "collapsed": false, "editable": true @@ -1445,7 +1447,7 @@ }, { "cell_type": "markdown", - "id": "162f5865", + "id": "295f958b", "metadata": { "editable": true }, @@ -1456,7 +1458,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "acca1a4f", + "id": "da33d84b", "metadata": { "collapsed": false, "editable": true @@ -1469,7 +1471,7 @@ }, { "cell_type": "markdown", - "id": "7aff8680", + "id": "f8656ecc", "metadata": { "editable": true }, @@ -1483,7 +1485,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "e0ff1b8d", + "id": "10bb7d14", "metadata": { "collapsed": false, "editable": true @@ -1496,7 +1498,7 @@ }, { "cell_type": "markdown", - "id": "7c49f3ee", + "id": "43fef194", "metadata": { "editable": true }, @@ -1507,7 +1509,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "4becb815", + "id": "c7b2d7e8", "metadata": { "collapsed": false, "editable": true @@ -1519,7 +1521,7 @@ }, { "cell_type": "markdown", - "id": "947e6f7f", + "id": "3704aaf9", "metadata": { "editable": true }, @@ -1530,7 +1532,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "46f42ebe", + "id": "0942d279", "metadata": { "collapsed": false, "editable": true @@ -1546,7 +1548,7 @@ }, { "cell_type": "markdown", - "id": "d2a9c315", + "id": "a8d0b4f2", "metadata": { "editable": true }, @@ -1557,7 +1559,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "8d9335a7", + "id": "6d95666b", "metadata": { "collapsed": false, "editable": true @@ -1571,7 +1573,7 @@ }, { "cell_type": "markdown", - "id": "b41bc75a", + "id": "77262b73", "metadata": { "editable": true }, @@ -1592,7 +1594,7 @@ }, { "cell_type": "markdown", - "id": "1610fc91", + "id": "07ecffe3", "metadata": { "editable": true }, @@ -1603,7 +1605,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "de979cb1", + "id": "6bb953ea", "metadata": { "collapsed": false, "editable": true @@ -1656,7 +1658,7 @@ }, { "cell_type": "markdown", - "id": "151097cb", + "id": "b6523939", "metadata": { "editable": true }, @@ -1667,7 +1669,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "46da3a8b", + "id": "33d42837", "metadata": { "collapsed": false, "editable": true @@ -1692,7 +1694,7 @@ }, { "cell_type": "markdown", - "id": "57ec4d97", + "id": "2ff685c2", "metadata": { "editable": true }, @@ -1704,7 +1706,7 @@ }, { "cell_type": "markdown", - "id": "37b1776a", + "id": "4bdd8f8b", "metadata": { "editable": true }, @@ -1733,7 +1735,7 @@ }, { "cell_type": "markdown", - "id": "2bf72e3c", + "id": "b663d865", "metadata": { "editable": true }, @@ -1758,7 +1760,7 @@ }, { "cell_type": "markdown", - "id": "5770c01c", + "id": "a49bbab2", "metadata": { "editable": true }, @@ -1778,7 +1780,7 @@ }, { "cell_type": "markdown", - "id": "e79c6e90", + "id": "9d04ab36", "metadata": { "editable": true }, @@ -1805,7 +1807,7 @@ }, { "cell_type": "markdown", - "id": "fca748bc", + "id": "7694b847", "metadata": { "editable": true }, @@ -1818,7 +1820,7 @@ }, { "cell_type": "markdown", - "id": "dc2601a4", + "id": "f3bee616", "metadata": { "editable": true }, @@ -1830,7 +1832,7 @@ }, { "cell_type": "markdown", - "id": "794efa28", + "id": "2d8765c8", "metadata": { "editable": true }, @@ -1841,7 +1843,7 @@ }, { "cell_type": "markdown", - "id": "93a4d972", + "id": "372b1ac9", "metadata": { "editable": true }, @@ -1857,7 +1859,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "e82e106e", + "id": "91b59881", "metadata": { "collapsed": false, "editable": true @@ -1891,7 +1893,7 @@ }, { "cell_type": "markdown", - "id": "876b05b3", + "id": "752bdf5c", "metadata": { "editable": true }, @@ -1901,7 +1903,7 @@ }, { "cell_type": "markdown", - "id": "080d0802", + "id": "b448d7a7", "metadata": { "editable": true }, @@ -1916,7 +1918,7 @@ }, { "cell_type": "markdown", - "id": "8fbb2ec6", + "id": "c44bc2b9", "metadata": { "editable": true }, @@ -1928,7 +1930,7 @@ }, { "cell_type": "markdown", - "id": "66704782", + "id": "316b55f9", "metadata": { "editable": true }, @@ -1938,7 +1940,7 @@ }, { "cell_type": "markdown", - "id": "9a007cc5", + "id": "649ae921", "metadata": { "editable": true }, @@ -1954,7 +1956,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "9b0346bf", + "id": "7105b779", "metadata": { "collapsed": false, "editable": true @@ -1971,7 +1973,7 @@ }, { "cell_type": "markdown", - "id": "dd30ef81", + "id": "cc901b3e", "metadata": { "editable": true }, @@ -1984,7 +1986,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "218b6330", + "id": "a3f97306", "metadata": { "collapsed": false, "editable": true @@ -2031,7 +2033,7 @@ }, { "cell_type": "markdown", - "id": "5495725a", + "id": "92e55bd9", "metadata": { "editable": true }, @@ -2042,7 +2044,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "c57274c4", + "id": "eb0f9eeb", "metadata": { "collapsed": false, "editable": true @@ -2145,7 +2147,7 @@ }, { "cell_type": "markdown", - "id": "355b35ac", + "id": "7eef8cc6", "metadata": { "editable": true }, @@ -2173,7 +2175,7 @@ }, { "cell_type": "markdown", - "id": "d9d13ce2", + "id": "929f1ffa", "metadata": { "editable": true }, @@ -2208,7 +2210,7 @@ }, { "cell_type": "markdown", - "id": "64784f38", + "id": "1cf95ac7", "metadata": { "editable": true }, @@ -2223,7 +2225,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "fceb7694", + "id": "ccf5197e", "metadata": { "collapsed": false, "editable": true @@ -2248,7 +2250,7 @@ }, { "cell_type": "markdown", - "id": "da51f783", + "id": "4bc3b8e7", "metadata": { "editable": true }, @@ -2264,7 +2266,7 @@ }, { "cell_type": "markdown", - "id": "ef854ca6", + "id": "832c9186", "metadata": { "editable": true }, @@ -2276,7 +2278,7 @@ }, { "cell_type": "markdown", - "id": "c8e8835b", + "id": "33936009", "metadata": { "editable": true }, @@ -2291,7 +2293,7 @@ }, { "cell_type": "markdown", - "id": "fbc07229", + "id": "a33c046a", "metadata": { "editable": true }, @@ -2303,7 +2305,7 @@ }, { "cell_type": "markdown", - "id": "bb62df5d", + "id": "0b6ecee9", "metadata": { "editable": true }, @@ -2313,7 +2315,7 @@ }, { "cell_type": "markdown", - "id": "4c498ad0", + "id": "9cfd4f52", "metadata": { "editable": true }, @@ -2325,7 +2327,7 @@ }, { "cell_type": "markdown", - "id": "81441ba4", + "id": "b74f5c3e", "metadata": { "editable": true }, @@ -2335,7 +2337,7 @@ }, { "cell_type": "markdown", - "id": "124df548", + "id": "0ef4d3fc", "metadata": { "editable": true }, @@ -2347,7 +2349,7 @@ }, { "cell_type": "markdown", - "id": "e25785d1", + "id": "b70ff7f6", "metadata": { "editable": true }, @@ -2360,7 +2362,7 @@ }, { "cell_type": "markdown", - "id": "404839b9", + "id": "b89a5aa4", "metadata": { "editable": true }, @@ -2372,7 +2374,7 @@ }, { "cell_type": "markdown", - "id": "bb5bdd6b", + "id": "a750db78", "metadata": { "editable": true }, @@ -2382,7 +2384,7 @@ }, { "cell_type": "markdown", - "id": "5598d263", + "id": "a0749f95", "metadata": { "editable": true }, @@ -2394,7 +2396,7 @@ }, { "cell_type": "markdown", - "id": "9132652b", + "id": "9eb89703", "metadata": { "editable": true }, @@ -2404,7 +2406,7 @@ }, { "cell_type": "markdown", - "id": "1365b94c", + "id": "f8c543ef", "metadata": { "editable": true }, @@ -2416,7 +2418,7 @@ }, { "cell_type": "markdown", - "id": "cb7c8167", + "id": "6defd473", "metadata": { "editable": true }, @@ -2426,7 +2428,7 @@ }, { "cell_type": "markdown", - "id": "208ca30e", + "id": "6a1c04c5", "metadata": { "editable": true }, @@ -2438,7 +2440,7 @@ }, { "cell_type": "markdown", - "id": "10dfd4c3", + "id": "8325061d", "metadata": { "editable": true }, @@ -2448,7 +2450,7 @@ }, { "cell_type": "markdown", - "id": "bc5cfcbc", + "id": "c5f5636b", "metadata": { "editable": true }, @@ -2460,7 +2462,7 @@ }, { "cell_type": "markdown", - "id": "847f8203", + "id": "42431c7f", "metadata": { "editable": true }, @@ -2470,7 +2472,7 @@ }, { "cell_type": "markdown", - "id": "84930833", + "id": "c3217f5c", "metadata": { "editable": true }, @@ -2482,7 +2484,7 @@ }, { "cell_type": "markdown", - "id": "944775f6", + "id": "8c7d335a", "metadata": { "editable": true }, @@ -2492,7 +2494,7 @@ }, { "cell_type": "markdown", - "id": "c6426939", + "id": "14c5de11", "metadata": { "editable": true }, @@ -2504,7 +2506,7 @@ }, { "cell_type": "markdown", - "id": "d519e968", + "id": "1ac2af74", "metadata": { "editable": true }, @@ -2516,7 +2518,7 @@ }, { "cell_type": "markdown", - "id": "ae7739e1", + "id": "c2eabe21", "metadata": { "editable": true }, @@ -2528,7 +2530,7 @@ }, { "cell_type": "markdown", - "id": "5a8a1c79", + "id": "cc162020", "metadata": { "editable": true }, @@ -2541,7 +2543,7 @@ }, { "cell_type": "markdown", - "id": "04a21948", + "id": "f95d9da9", "metadata": { "editable": true }, @@ -2553,7 +2555,7 @@ }, { "cell_type": "markdown", - "id": "afd80915", + "id": "ae14a0ff", "metadata": { "editable": true }, @@ -2563,7 +2565,7 @@ }, { "cell_type": "markdown", - "id": "fef77435", + "id": "35be5948", "metadata": { "editable": true }, @@ -2577,7 +2579,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "b2c7b169", + "id": "0a445f6b", "metadata": { "collapsed": false, "editable": true @@ -2674,7 +2676,7 @@ }, { "cell_type": "markdown", - "id": "66203e4b", + "id": "6fa524da", "metadata": { "editable": true }, @@ -2695,7 +2697,7 @@ }, { "cell_type": "markdown", - "id": "d7dc5df9", + "id": "b0b24191", "metadata": { "editable": true }, @@ -2707,7 +2709,7 @@ }, { "cell_type": "markdown", - "id": "7395835f", + "id": "bc926eb0", "metadata": { "editable": true }, @@ -2717,7 +2719,7 @@ }, { "cell_type": "markdown", - "id": "60806928", + "id": "6800d55a", "metadata": { "editable": true }, @@ -2729,7 +2731,7 @@ }, { "cell_type": "markdown", - "id": "a909b712", + "id": "a5a2bc56", "metadata": { "editable": true }, @@ -2739,7 +2741,7 @@ }, { "cell_type": "markdown", - "id": "8d18e46c", + "id": "9f8bb782", "metadata": { "editable": true }, @@ -2751,7 +2753,7 @@ }, { "cell_type": "markdown", - "id": "854c1143", + "id": "eb61b96e", "metadata": { "editable": true }, @@ -2767,7 +2769,7 @@ }, { "cell_type": "markdown", - "id": "beb68768", + "id": "9964eb38", "metadata": { "editable": true }, @@ -2777,7 +2779,7 @@ }, { "cell_type": "markdown", - "id": "b347ddc4", + "id": "975477ec", "metadata": { "editable": true }, @@ -2791,7 +2793,7 @@ }, { "cell_type": "markdown", - "id": "83eedaee", + "id": "6fd95915", "metadata": { "editable": true }, @@ -2803,7 +2805,7 @@ }, { "cell_type": "markdown", - "id": "93141ede", + "id": "1d2d81af", "metadata": { "editable": true }, @@ -2815,7 +2817,7 @@ }, { "cell_type": "markdown", - "id": "b56e4aae", + "id": "52e80563", "metadata": { "editable": true }, @@ -2827,7 +2829,7 @@ }, { "cell_type": "markdown", - "id": "7b8786cd", + "id": "c2a49d24", "metadata": { "editable": true }, @@ -2837,7 +2839,7 @@ }, { "cell_type": "markdown", - "id": "9b1e144e", + "id": "456c2700", "metadata": { "editable": true }, @@ -2849,7 +2851,7 @@ }, { "cell_type": "markdown", - "id": "7bbcfcdd", + "id": "61ba0800", "metadata": { "editable": true }, @@ -2859,7 +2861,7 @@ }, { "cell_type": "markdown", - "id": "cc6b0e61", + "id": "b963fbee", "metadata": { "editable": true }, @@ -2871,7 +2873,7 @@ }, { "cell_type": "markdown", - "id": "9b4ca163", + "id": "9c186cff", "metadata": { "editable": true }, @@ -2882,7 +2884,7 @@ }, { "cell_type": "markdown", - "id": "134842c5", + "id": "c141b391", "metadata": { "editable": true }, @@ -2894,7 +2896,7 @@ }, { "cell_type": "markdown", - "id": "ff68a71b", + "id": "8ce09acd", "metadata": { "editable": true }, @@ -2906,7 +2908,7 @@ }, { "cell_type": "markdown", - "id": "603e1e26", + "id": "c4e720ca", "metadata": { "editable": true }, @@ -2916,7 +2918,7 @@ }, { "cell_type": "markdown", - "id": "2c27369f", + "id": "40e2df4f", "metadata": { "editable": true }, @@ -2928,7 +2930,7 @@ }, { "cell_type": "markdown", - "id": "7d1d5968", + "id": "cb3a2e9b", "metadata": { "editable": true }, @@ -2940,7 +2942,7 @@ }, { "cell_type": "markdown", - "id": "6bde342e", + "id": "9801c7a5", "metadata": { "editable": true }, @@ -2950,7 +2952,7 @@ }, { "cell_type": "markdown", - "id": "88f8d2a7", + "id": "7a838563", "metadata": { "editable": true }, @@ -2962,7 +2964,7 @@ }, { "cell_type": "markdown", - "id": "4e582593", + "id": "43a676b1", "metadata": { "editable": true }, @@ -2972,7 +2974,7 @@ }, { "cell_type": "markdown", - "id": "2dbafc0d", + "id": "d86c3cfc", "metadata": { "editable": true }, @@ -2984,7 +2986,7 @@ }, { "cell_type": "markdown", - "id": "501cccad", + "id": "44b599d7", "metadata": { "editable": true }, @@ -2994,7 +2996,7 @@ }, { "cell_type": "markdown", - "id": "2ec4ea5d", + "id": "4b664ca3", "metadata": { "editable": true }, @@ -3034,7 +3036,7 @@ }, { "cell_type": "markdown", - "id": "ec818e84", + "id": "bb18d8d8", "metadata": { "editable": true }, @@ -3051,7 +3053,7 @@ }, { "cell_type": "markdown", - "id": "e6dd47f1", + "id": "0f774654", "metadata": { "editable": true }, @@ -3074,7 +3076,7 @@ }, { "cell_type": "markdown", - "id": "678c67e0", + "id": "cdda011c", "metadata": { "editable": true }, @@ -3091,7 +3093,7 @@ }, { "cell_type": "markdown", - "id": "6f1f1e94", + "id": "465d9501", "metadata": { "editable": true }, @@ -3110,7 +3112,7 @@ }, { "cell_type": "markdown", - "id": "d50203f6", + "id": "398e83e6", "metadata": { "editable": true }, @@ -3121,7 +3123,7 @@ }, { "cell_type": "markdown", - "id": "a2788063", + "id": "53f21048", "metadata": { "editable": true }, @@ -3133,7 +3135,7 @@ }, { "cell_type": "markdown", - "id": "8a2a5037", + "id": "9465f056", "metadata": { "editable": true }, @@ -3151,7 +3153,7 @@ }, { "cell_type": "markdown", - "id": "452f4b73", + "id": "2f461adf", "metadata": { "editable": true }, @@ -3167,7 +3169,7 @@ }, { "cell_type": "markdown", - "id": "1036fded", + "id": "2609e0d7", "metadata": { "editable": true }, @@ -3179,7 +3181,7 @@ }, { "cell_type": "markdown", - "id": "a6eb3cb0", + "id": "83b56810", "metadata": { "editable": true }, @@ -3189,7 +3191,7 @@ }, { "cell_type": "markdown", - "id": "0afd42b2", + "id": "0dab59af", "metadata": { "editable": true }, @@ -3204,7 +3206,7 @@ }, { "cell_type": "markdown", - "id": "26450218", + "id": "86cb439d", "metadata": { "editable": true }, @@ -3216,7 +3218,7 @@ }, { "cell_type": "markdown", - "id": "802bc201", + "id": "6b5afd9e", "metadata": { "editable": true }, @@ -3226,7 +3228,7 @@ }, { "cell_type": "markdown", - "id": "bc02b2fa", + "id": "23c7ba81", "metadata": { "editable": true }, @@ -3238,7 +3240,7 @@ }, { "cell_type": "markdown", - "id": "185ab84c", + "id": "cc068a02", "metadata": { "editable": true }, @@ -3248,7 +3250,7 @@ }, { "cell_type": "markdown", - "id": "c746b885", + "id": "94448e3c", "metadata": { "editable": true }, @@ -3260,7 +3262,7 @@ }, { "cell_type": "markdown", - "id": "a294baf7", + "id": "b677f7cc", "metadata": { "editable": true }, @@ -3272,7 +3274,7 @@ }, { "cell_type": "markdown", - "id": "e5d4e9c3", + "id": "d9a2c5c1", "metadata": { "editable": true }, @@ -3287,7 +3289,7 @@ }, { "cell_type": "markdown", - "id": "e4f7ca41", + "id": "5cd87a33", "metadata": { "editable": true }, @@ -3298,7 +3300,7 @@ }, { "cell_type": "markdown", - "id": "d6a90cc4", + "id": "f64f24bc", "metadata": { "editable": true }, @@ -3318,7 +3320,7 @@ }, { "cell_type": "markdown", - "id": "e2727d07", + "id": "755c5b4c", "metadata": { "editable": true }, @@ -3330,7 +3332,7 @@ }, { "cell_type": "markdown", - "id": "684e116c", + "id": "c177ca43", "metadata": { "editable": true }, @@ -3340,7 +3342,7 @@ }, { "cell_type": "markdown", - "id": "8fc63779", + "id": "a19c8c23", "metadata": { "editable": true }, @@ -3352,7 +3354,7 @@ }, { "cell_type": "markdown", - "id": "eb1cb628", + "id": "893e2353", "metadata": { "editable": true }, @@ -3381,7 +3383,7 @@ }, { "cell_type": "markdown", - "id": "b2a5f625", + "id": "b86415ff", "metadata": { "editable": true }, @@ -3408,7 +3410,7 @@ }, { "cell_type": "markdown", - "id": "e512e5fc", + "id": "ccfd7e2f", "metadata": { "editable": true }, @@ -3419,7 +3421,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "37c8fa03", + "id": "1235f513", "metadata": { "collapsed": false, "editable": true @@ -3459,7 +3461,7 @@ }, { "cell_type": "markdown", - "id": "ad3ad58c", + "id": "b3a18e97", "metadata": { "editable": true }, @@ -3476,7 +3478,7 @@ }, { "cell_type": "markdown", - "id": "28067528", + "id": "8729afc1", "metadata": { "editable": true }, @@ -3499,7 +3501,7 @@ }, { "cell_type": "markdown", - "id": "e6cfe3af", + "id": "f58150c7", "metadata": { "editable": true }, @@ -3513,7 +3515,7 @@ }, { "cell_type": "markdown", - "id": "951e86a2", + "id": "75ad45df", "metadata": { "editable": true }, @@ -3532,7 +3534,7 @@ }, { "cell_type": "markdown", - "id": "2ca90d77", + "id": "3b3b0d41", "metadata": { "editable": true }, @@ -3542,7 +3544,7 @@ }, { "cell_type": "markdown", - "id": "8b5b3190", + "id": "d26237a0", "metadata": { "editable": true }, @@ -3554,7 +3556,7 @@ }, { "cell_type": "markdown", - "id": "226aefc5", + "id": "0e532817", "metadata": { "editable": true }, @@ -3568,7 +3570,7 @@ }, { "cell_type": "markdown", - "id": "9b0b918e", + "id": "5b3e80ac", "metadata": { "editable": true }, @@ -3580,7 +3582,7 @@ }, { "cell_type": "markdown", - "id": "9ebc57e7", + "id": "8d8ac84e", "metadata": { "editable": true }, @@ -3590,7 +3592,7 @@ }, { "cell_type": "markdown", - "id": "2ee606b2", + "id": "ee9de6aa", "metadata": { "editable": true }, @@ -3602,7 +3604,7 @@ }, { "cell_type": "markdown", - "id": "d1346d6f", + "id": "c6c0698c", "metadata": { "editable": true }, @@ -3619,7 +3621,7 @@ }, { "cell_type": "markdown", - "id": "0f84592a", + "id": "0cda837b", "metadata": { "editable": true }, @@ -3629,7 +3631,7 @@ }, { "cell_type": "markdown", - "id": "9e6adc85", + "id": "67ee0e1a", "metadata": { "editable": true }, @@ -3645,7 +3647,7 @@ }, { "cell_type": "markdown", - "id": "a36da227", + "id": "72ed78bc", "metadata": { "editable": true }, @@ -3655,7 +3657,7 @@ }, { "cell_type": "markdown", - "id": "ba06213d", + "id": "5f1eafeb", "metadata": { "editable": true }, @@ -3671,7 +3673,7 @@ }, { "cell_type": "markdown", - "id": "d4555302", + "id": "ee5759c9", "metadata": { "editable": true }, @@ -3681,7 +3683,7 @@ }, { "cell_type": "markdown", - "id": "d77841a3", + "id": "cf62d941", "metadata": { "editable": true }, @@ -3697,7 +3699,7 @@ }, { "cell_type": "markdown", - "id": "6c2de388", + "id": "90b95e12", "metadata": { "editable": true }, @@ -3707,7 +3709,7 @@ }, { "cell_type": "markdown", - "id": "c84e2844", + "id": "00feffb3", "metadata": { "editable": true }, @@ -3724,7 +3726,7 @@ }, { "cell_type": "markdown", - "id": "25d5f3c1", + "id": "445f80f3", "metadata": { "editable": true }, @@ -3736,7 +3738,7 @@ }, { "cell_type": "markdown", - "id": "760fd310", + "id": "35bc3f22", "metadata": { "editable": true }, @@ -3748,7 +3750,7 @@ }, { "cell_type": "markdown", - "id": "15727737", + "id": "9ed5722b", "metadata": { "editable": true }, @@ -3760,7 +3762,7 @@ }, { "cell_type": "markdown", - "id": "79e7dbe0", + "id": "1b3e4a39", "metadata": { "editable": true }, @@ -3770,7 +3772,7 @@ }, { "cell_type": "markdown", - "id": "692af84b", + "id": "473f552d", "metadata": { "editable": true }, @@ -3782,7 +3784,7 @@ }, { "cell_type": "markdown", - "id": "5ac06038", + "id": "9d71cb49", "metadata": { "editable": true }, @@ -3794,7 +3796,7 @@ }, { "cell_type": "markdown", - "id": "84f62090", + "id": "70274400", "metadata": { "editable": true }, @@ -3806,7 +3808,7 @@ }, { "cell_type": "markdown", - "id": "648a06c6", + "id": "1ad896e4", "metadata": { "editable": true }, @@ -3816,7 +3818,7 @@ }, { "cell_type": "markdown", - "id": "1b24ebdd", + "id": "d7278e5d", "metadata": { "editable": true }, @@ -3828,7 +3830,7 @@ }, { "cell_type": "markdown", - "id": "6afc1cfc", + "id": "980e810f", "metadata": { "editable": true }, @@ -3838,7 +3840,7 @@ }, { "cell_type": "markdown", - "id": "64a44273", + "id": "d2ce7d3e", "metadata": { "editable": true }, @@ -3850,7 +3852,7 @@ }, { "cell_type": "markdown", - "id": "7d144a7b", + "id": "e108b08f", "metadata": { "editable": true }, @@ -3866,7 +3868,7 @@ }, { "cell_type": "markdown", - "id": "caecf78e", + "id": "be3ebcdd", "metadata": { "editable": true }, @@ -3878,7 +3880,7 @@ }, { "cell_type": "markdown", - "id": "3c4da055", + "id": "76bbe5e4", "metadata": { "editable": true }, @@ -3890,7 +3892,7 @@ }, { "cell_type": "markdown", - "id": "2ebd2570", + "id": "0f9c4f1d", "metadata": { "editable": true }, @@ -3900,7 +3902,7 @@ }, { "cell_type": "markdown", - "id": "4514b69b", + "id": "ed8be893", "metadata": { "editable": true }, @@ -3912,7 +3914,7 @@ }, { "cell_type": "markdown", - "id": "a04ccada", + "id": "e6593d3e", "metadata": { "editable": true }, @@ -3923,7 +3925,7 @@ }, { "cell_type": "markdown", - "id": "3617e958", + "id": "e39b1638", "metadata": { "editable": true }, @@ -3935,7 +3937,7 @@ }, { "cell_type": "markdown", - "id": "f64f493d", + "id": "52e608c4", "metadata": { "editable": true }, @@ -3945,7 +3947,7 @@ }, { "cell_type": "markdown", - "id": "5c573d07", + "id": "01000a72", "metadata": { "editable": true }, @@ -3957,7 +3959,7 @@ }, { "cell_type": "markdown", - "id": "8e0bfb30", + "id": "46d6dcbd", "metadata": { "editable": true }, @@ -3967,7 +3969,7 @@ }, { "cell_type": "markdown", - "id": "257e5898", + "id": "a77c857c", "metadata": { "editable": true }, @@ -3979,7 +3981,7 @@ }, { "cell_type": "markdown", - "id": "0da56313", + "id": "4a481ffb", "metadata": { "editable": true }, @@ -3990,7 +3992,7 @@ }, { "cell_type": "markdown", - "id": "41a75db9", + "id": "c2f6f636", "metadata": { "editable": true }, @@ -4002,7 +4004,7 @@ }, { "cell_type": "markdown", - "id": "8a8e5a46", + "id": "87300bde", "metadata": { "editable": true }, @@ -4020,7 +4022,7 @@ }, { "cell_type": "markdown", - "id": "a04b47f0", + "id": "760df852", "metadata": { "editable": true }, @@ -4036,7 +4038,7 @@ }, { "cell_type": "markdown", - "id": "9ee545c7", + "id": "759e2d3f", "metadata": { "editable": true }, @@ -4048,7 +4050,7 @@ }, { "cell_type": "markdown", - "id": "3041bf77", + "id": "ecc4bb98", "metadata": { "editable": true }, @@ -4060,7 +4062,7 @@ }, { "cell_type": "markdown", - "id": "6bc1fe2b", + "id": "eaa3e310", "metadata": { "editable": true }, @@ -4072,7 +4074,7 @@ }, { "cell_type": "markdown", - "id": "ec42454f", + "id": "6b5d285c", "metadata": { "editable": true }, @@ -4085,7 +4087,7 @@ }, { "cell_type": "markdown", - "id": "f345db41", + "id": "99a33264", "metadata": { "editable": true }, @@ -4101,7 +4103,7 @@ }, { "cell_type": "markdown", - "id": "6cf11009", + "id": "26e27e0d", "metadata": { "editable": true }, @@ -4115,7 +4117,7 @@ }, { "cell_type": "markdown", - "id": "3db5aa40", + "id": "de551b76", "metadata": { "editable": true }, @@ -4125,7 +4127,7 @@ }, { "cell_type": "markdown", - "id": "9451dfe8", + "id": "67fb62a0", "metadata": { "editable": true }, @@ -4137,7 +4139,7 @@ }, { "cell_type": "markdown", - "id": "3ae09f87", + "id": "8c427d6f", "metadata": { "editable": true }, @@ -4147,7 +4149,7 @@ }, { "cell_type": "markdown", - "id": "8aa75f2a", + "id": "5df1e767", "metadata": { "editable": true }, @@ -4159,7 +4161,7 @@ }, { "cell_type": "markdown", - "id": "fdd40ea0", + "id": "c2317b94", "metadata": { "editable": true }, @@ -4169,7 +4171,7 @@ }, { "cell_type": "markdown", - "id": "290b3b15", + "id": "348c3d5d", "metadata": { "editable": true }, @@ -4183,7 +4185,7 @@ }, { "cell_type": "markdown", - "id": "aba736ee", + "id": "1437d4e5", "metadata": { "editable": true }, @@ -4200,7 +4202,7 @@ }, { "cell_type": "markdown", - "id": "e255a496", + "id": "1d3ab300", "metadata": { "editable": true }, @@ -4216,7 +4218,7 @@ }, { "cell_type": "markdown", - "id": "8f222047", + "id": "488b3cd3", "metadata": { "editable": true }, @@ -4228,7 +4230,7 @@ }, { "cell_type": "markdown", - "id": "e973349b", + "id": "d6f8e22e", "metadata": { "editable": true }, @@ -4241,7 +4243,7 @@ }, { "cell_type": "markdown", - "id": "569c1192", + "id": "1ec5c7e8", "metadata": { "editable": true }, @@ -4255,7 +4257,7 @@ }, { "cell_type": "markdown", - "id": "e4db32c5", + "id": "5baa06c2", "metadata": { "editable": true }, @@ -4265,7 +4267,7 @@ }, { "cell_type": "markdown", - "id": "b73e62b3", + "id": "494ba35f", "metadata": { "editable": true }, @@ -4278,7 +4280,7 @@ }, { "cell_type": "markdown", - "id": "f43a5426", + "id": "92ee4c27", "metadata": { "editable": true }, @@ -4297,7 +4299,7 @@ }, { "cell_type": "markdown", - "id": "5993fdc5", + "id": "a94fe01b", "metadata": { "editable": true }, @@ -4309,7 +4311,7 @@ }, { "cell_type": "markdown", - "id": "01c8a983", + "id": "5f91b71b", "metadata": { "editable": true }, @@ -4321,7 +4323,7 @@ }, { "cell_type": "markdown", - "id": "3143334e", + "id": "2deeff06", "metadata": { "editable": true }, @@ -4331,7 +4333,7 @@ }, { "cell_type": "markdown", - "id": "a6265082", + "id": "2ec6e49c", "metadata": { "editable": true }, @@ -4343,7 +4345,7 @@ }, { "cell_type": "markdown", - "id": "36d2d109", + "id": "6074047b", "metadata": { "editable": true }, @@ -4356,7 +4358,7 @@ }, { "cell_type": "markdown", - "id": "159a6a05", + "id": "583b9fcb", "metadata": { "editable": true }, @@ -4375,7 +4377,7 @@ }, { "cell_type": "markdown", - "id": "12ece341", + "id": "f4581410", "metadata": { "editable": true }, @@ -4385,7 +4387,7 @@ }, { "cell_type": "markdown", - "id": "25523959", + "id": "b9e52381", "metadata": { "editable": true }, @@ -4404,7 +4406,7 @@ }, { "cell_type": "markdown", - "id": "7ace3820", + "id": "4d1c2b42", "metadata": { "editable": true }, @@ -4422,7 +4424,7 @@ }, { "cell_type": "markdown", - "id": "92bb4f98", + "id": "c33936ea", "metadata": { "editable": true }, @@ -4436,7 +4438,7 @@ }, { "cell_type": "markdown", - "id": "b4493a0b", + "id": "a92db40c", "metadata": { "editable": true }, @@ -4451,7 +4453,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "efe3f0af", + "id": "1d484b1a", "metadata": { "collapsed": false, "editable": true @@ -4472,7 +4474,7 @@ }, { "cell_type": "markdown", - "id": "75a9ff2d", + "id": "f1efc5cc", "metadata": { "editable": true }, @@ -4489,7 +4491,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "28f8fc04", + "id": "55c5d883", "metadata": { "collapsed": false, "editable": true @@ -4521,7 +4523,7 @@ }, { "cell_type": "markdown", - "id": "7743598c", + "id": "3e3b510f", "metadata": { "editable": true }, @@ -4535,7 +4537,7 @@ }, { "cell_type": "markdown", - "id": "e0e68566", + "id": "b3a3e0ae", "metadata": { "editable": true }, @@ -4548,7 +4550,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "8b56c3be", + "id": "9a8a80ad", "metadata": { "collapsed": false, "editable": true @@ -4573,7 +4575,7 @@ }, { "cell_type": "markdown", - "id": "07945247", + "id": "fc0734ea", "metadata": { "editable": true }, @@ -4583,7 +4585,7 @@ }, { "cell_type": "markdown", - "id": "51a5cdf3", + "id": "9700888c", "metadata": { "editable": true }, @@ -4594,7 +4596,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "38f4cd88", + "id": "dab4252f", "metadata": { "collapsed": false, "editable": true @@ -4648,7 +4650,7 @@ }, { "cell_type": "markdown", - "id": "7df57f7b", + "id": "53c3ac53", "metadata": { "editable": true }, @@ -4665,7 +4667,7 @@ }, { "cell_type": "markdown", - "id": "31db2a95", + "id": "8ad7a502", "metadata": { "editable": true }, @@ -4677,7 +4679,7 @@ }, { "cell_type": "markdown", - "id": "85756676", + "id": "ddbefb6f", "metadata": { "editable": true }, @@ -4689,7 +4691,7 @@ }, { "cell_type": "markdown", - "id": "1150068f", + "id": "72b21cd9", "metadata": { "editable": true }, @@ -4699,7 +4701,7 @@ }, { "cell_type": "markdown", - "id": "f14eddf9", + "id": "6dfd8847", "metadata": { "editable": true }, @@ -4716,7 +4718,7 @@ }, { "cell_type": "markdown", - "id": "ebeff73f", + "id": "c10bb802", "metadata": { "editable": true }, @@ -4726,7 +4728,7 @@ }, { "cell_type": "markdown", - "id": "cf21c300", + "id": "071695ba", "metadata": { "editable": true }, @@ -4741,7 +4743,7 @@ }, { "cell_type": "markdown", - "id": "457cef97", + "id": "3135bc9f", "metadata": { "editable": true }, @@ -4751,7 +4753,7 @@ }, { "cell_type": "markdown", - "id": "56f17653", + "id": "559c3334", "metadata": { "editable": true }, @@ -4765,7 +4767,7 @@ }, { "cell_type": "markdown", - "id": "bf1d5747", + "id": "985ab47a", "metadata": { "editable": true }, @@ -4777,7 +4779,7 @@ }, { "cell_type": "markdown", - "id": "d0b7a8cc", + "id": "df9e9129", "metadata": { "editable": true }, @@ -4789,7 +4791,7 @@ }, { "cell_type": "markdown", - "id": "fee47f66", + "id": "5f021577", "metadata": { "editable": true }, @@ -4801,7 +4803,7 @@ }, { "cell_type": "markdown", - "id": "98cf8e30", + "id": "17411592", "metadata": { "editable": true }, @@ -4811,7 +4813,7 @@ }, { "cell_type": "markdown", - "id": "031ce173", + "id": "0220cad7", "metadata": { "editable": true }, @@ -4823,7 +4825,7 @@ }, { "cell_type": "markdown", - "id": "0402f670", + "id": "fe54b873", "metadata": { "editable": true }, @@ -4833,7 +4835,7 @@ }, { "cell_type": "markdown", - "id": "0d670cb5", + "id": "1ae147af", "metadata": { "editable": true }, @@ -4850,7 +4852,7 @@ }, { "cell_type": "markdown", - "id": "5069d542", + "id": "8a99bf63", "metadata": { "editable": true }, @@ -4860,7 +4862,7 @@ }, { "cell_type": "markdown", - "id": "0c696f04", + "id": "847e200e", "metadata": { "editable": true }, @@ -4872,7 +4874,7 @@ }, { "cell_type": "markdown", - "id": "0517191b", + "id": "f4550f05", "metadata": { "editable": true }, @@ -4882,7 +4884,7 @@ }, { "cell_type": "markdown", - "id": "79dcebd3", + "id": "374bbe1e", "metadata": { "editable": true }, @@ -4894,7 +4896,7 @@ }, { "cell_type": "markdown", - "id": "e89632a5", + "id": "cbd806ca", "metadata": { "editable": true }, @@ -4908,7 +4910,7 @@ }, { "cell_type": "markdown", - "id": "eaabec31", + "id": "f4ba0b4b", "metadata": { "editable": true }, @@ -4920,7 +4922,7 @@ }, { "cell_type": "markdown", - "id": "d7408110", + "id": "28abe6ad", "metadata": { "editable": true }, @@ -4942,7 +4944,7 @@ }, { "cell_type": "markdown", - "id": "4cd10d3c", + "id": "3aeee40f", "metadata": { "editable": true }, @@ -4954,7 +4956,7 @@ }, { "cell_type": "markdown", - "id": "175bdafd", + "id": "07d259ef", "metadata": { "editable": true }, @@ -4969,7 +4971,7 @@ }, { "cell_type": "markdown", - "id": "75264d16", + "id": "5924f2d7", "metadata": { "editable": true }, @@ -4981,7 +4983,7 @@ }, { "cell_type": "markdown", - "id": "2131ceba", + "id": "c6b062c4", "metadata": { "editable": true }, @@ -4993,7 +4995,7 @@ }, { "cell_type": "markdown", - "id": "8de36a62", + "id": "7b4ec568", "metadata": { "editable": true }, @@ -5003,7 +5005,7 @@ }, { "cell_type": "markdown", - "id": "46bd640d", + "id": "80c8cc4e", "metadata": { "editable": true }, @@ -5015,7 +5017,7 @@ }, { "cell_type": "markdown", - "id": "676896ee", + "id": "ab27d137", "metadata": { "editable": true }, @@ -5025,7 +5027,7 @@ }, { "cell_type": "markdown", - "id": "546e7ac1", + "id": "7c900297", "metadata": { "editable": true }, @@ -5037,7 +5039,7 @@ }, { "cell_type": "markdown", - "id": "0d832ff8", + "id": "f56e4736", "metadata": { "editable": true }, @@ -5047,7 +5049,7 @@ }, { "cell_type": "markdown", - "id": "324ced82", + "id": "f4ee8fd2", "metadata": { "editable": true }, @@ -5059,7 +5061,7 @@ }, { "cell_type": "markdown", - "id": "2b6f83ad", + "id": "c753a5f9", "metadata": { "editable": true }, @@ -5076,7 +5078,7 @@ }, { "cell_type": "markdown", - "id": "06b9b073", + "id": "4769b420", "metadata": { "editable": true }, @@ -5089,7 +5091,7 @@ }, { "cell_type": "markdown", - "id": "0c49b295", + "id": "b02c0550", "metadata": { "editable": true }, @@ -5101,7 +5103,7 @@ }, { "cell_type": "markdown", - "id": "cd7bd0f8", + "id": "16ec4c24", "metadata": { "editable": true }, @@ -5111,7 +5113,7 @@ }, { "cell_type": "markdown", - "id": "b378b12f", + "id": "201d905c", "metadata": { "editable": true }, @@ -5124,7 +5126,7 @@ }, { "cell_type": "markdown", - "id": "1c67c0df", + "id": "6f63bcc7", "metadata": { "editable": true }, @@ -5134,7 +5136,7 @@ }, { "cell_type": "markdown", - "id": "a3c17bac", + "id": "0e39045a", "metadata": { "editable": true }, @@ -5146,7 +5148,7 @@ }, { "cell_type": "markdown", - "id": "7729be1e", + "id": "28779e57", "metadata": { "editable": true }, @@ -5159,7 +5161,7 @@ }, { "cell_type": "markdown", - "id": "45a6a073", + "id": "d7d76fd0", "metadata": { "editable": true }, @@ -5172,7 +5174,7 @@ }, { "cell_type": "markdown", - "id": "383bae8d", + "id": "a2113041", "metadata": { "editable": true }, @@ -5184,7 +5186,7 @@ }, { "cell_type": "markdown", - "id": "a1b1aaf3", + "id": "41d877da", "metadata": { "editable": true }, @@ -5196,7 +5198,7 @@ }, { "cell_type": "markdown", - "id": "7d8c37fc", + "id": "f7beeed5", "metadata": { "editable": true }, @@ -5206,7 +5208,7 @@ }, { "cell_type": "markdown", - "id": "ceeda413", + "id": "6dc01d3f", "metadata": { "editable": true }, @@ -5219,7 +5221,7 @@ }, { "cell_type": "markdown", - "id": "656442dd", + "id": "8fbaf3ed", "metadata": { "editable": true }, @@ -5231,7 +5233,7 @@ }, { "cell_type": "markdown", - "id": "4d499055", + "id": "200e98c8", "metadata": { "editable": true }, @@ -5243,7 +5245,7 @@ }, { "cell_type": "markdown", - "id": "aaf5022c", + "id": "7ac27cfd", "metadata": { "editable": true }, @@ -5255,7 +5257,7 @@ }, { "cell_type": "markdown", - "id": "e90d75ca", + "id": "bf696c60", "metadata": { "editable": true }, @@ -5267,7 +5269,7 @@ }, { "cell_type": "markdown", - "id": "045749a2", + "id": "1d4bcd70", "metadata": { "editable": true }, @@ -5281,7 +5283,7 @@ }, { "cell_type": "markdown", - "id": "e156443c", + "id": "516462d4", "metadata": { "editable": true }, @@ -5293,7 +5295,7 @@ }, { "cell_type": "markdown", - "id": "c573690a", + "id": "9ce7b51b", "metadata": { "editable": true }, @@ -5303,7 +5305,7 @@ }, { "cell_type": "markdown", - "id": "fc05048f", + "id": "b0cec572", "metadata": { "editable": true }, @@ -5315,7 +5317,7 @@ }, { "cell_type": "markdown", - "id": "eb522023", + "id": "67b0fa4b", "metadata": { "editable": true }, @@ -5327,7 +5329,7 @@ }, { "cell_type": "markdown", - "id": "bbbd9f61", + "id": "ee32bb17", "metadata": { "editable": true }, @@ -5339,7 +5341,7 @@ }, { "cell_type": "markdown", - "id": "ed3ba8af", + "id": "78f724ed", "metadata": { "editable": true }, @@ -5351,7 +5353,7 @@ }, { "cell_type": "markdown", - "id": "6cc20515", + "id": "8cb8bdac", "metadata": { "editable": true }, @@ -5363,7 +5365,7 @@ }, { "cell_type": "markdown", - "id": "1d404bb0", + "id": "89e76a8c", "metadata": { "editable": true }, @@ -5382,7 +5384,7 @@ }, { "cell_type": "markdown", - "id": "cdf2604c", + "id": "109178a9", "metadata": { "editable": true }, @@ -5394,7 +5396,7 @@ }, { "cell_type": "markdown", - "id": "baae491b", + "id": "5533200d", "metadata": { "editable": true }, @@ -5404,7 +5406,7 @@ }, { "cell_type": "markdown", - "id": "e5eb23cb", + "id": "c9af410a", "metadata": { "editable": true }, @@ -5416,7 +5418,7 @@ }, { "cell_type": "markdown", - "id": "7358d855", + "id": "f14775b0", "metadata": { "editable": true }, @@ -5426,7 +5428,7 @@ }, { "cell_type": "markdown", - "id": "9373ba9a", + "id": "7712331b", "metadata": { "editable": true }, @@ -5438,7 +5440,7 @@ }, { "cell_type": "markdown", - "id": "52d4c6fc", + "id": "81c01b03", "metadata": { "editable": true }, @@ -5450,7 +5452,7 @@ }, { "cell_type": "markdown", - "id": "49ab8959", + "id": "f2b34266", "metadata": { "editable": true }, @@ -5466,7 +5468,7 @@ }, { "cell_type": "markdown", - "id": "e14127d1", + "id": "2e0b093d", "metadata": { "editable": true }, @@ -5478,7 +5480,7 @@ }, { "cell_type": "markdown", - "id": "2a8e0214", + "id": "8f16e085", "metadata": { "editable": true }, @@ -5490,7 +5492,7 @@ }, { "cell_type": "markdown", - "id": "f93af579", + "id": "5ad5bae5", "metadata": { "editable": true }, @@ -5500,7 +5502,7 @@ }, { "cell_type": "markdown", - "id": "a9ad1c0a", + "id": "763aafea", "metadata": { "editable": true }, @@ -5512,7 +5514,7 @@ }, { "cell_type": "markdown", - "id": "fdfaa9e2", + "id": "7344b28f", "metadata": { "editable": true }, @@ -5522,7 +5524,7 @@ }, { "cell_type": "markdown", - "id": "fc730aaf", + "id": "bd0aa93e", "metadata": { "editable": true }, @@ -5534,7 +5536,7 @@ }, { "cell_type": "markdown", - "id": "b5b93bb8", + "id": "58b92564", "metadata": { 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Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 17 (Midnight)","Project 3 on Machine Learning, deadline December 18 (midnight), 2023","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso 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Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 17 (Midnight)","Project 3 on Machine Learning, deadline December 18 (midnight), 2023","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso 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\ No newline at end of file diff --git a/doc/LectureNotes/_build/html/week35.html b/doc/LectureNotes/_build/html/week35.html index 59cac234d..7a1250f43 100644 --- a/doc/LectureNotes/_build/html/week35.html +++ b/doc/LectureNotes/_build/html/week35.html @@ -1117,6 +1117,7 @@ doconce format html week35.do.txt --no_mako -->

Reading recommendations:

  1. These lecture notes

    2. +

  2. Video of lecture

  3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)

  4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.

  5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL”https://mml-book.github.io/” (section 5.5 on derivatives) is very useful for exercise 1 this coming week.

    6. @@ -1592,7 +1593,7 @@ Since we are not using Scikit-Learn here we can define our own
    -
    0.9935551267466322
+
    0.995597266739957
    @@ -1609,7 +1610,7 @@ Since we are not using Scikit-Learn here we can define our own
    -
    0.010490200097725966
+
    0.007984802498580442
    @@ -1624,23 +1625,23 @@ Since we are not using Scikit-Learn here we can define our own
    -
    [0.0154132  0.05341376 0.03110433 0.00569304 0.00506878 0.0148722
- 0.08128265 0.02279801 0.02093685 0.06532712 0.04539538 0.03257064
- 0.02869709 0.08842405 0.05211842 0.07932386 0.02115366 0.04175792
- 0.01811045 0.06077967 0.04565093 0.03645765 0.06066397 0.00485256
- 0.01797226 0.02614999 0.01806634 0.02108223 0.0066334  0.05980771
- 0.04400708 0.00630419 0.1383885  0.00044903 0.00641337 0.03058676
- 0.00976807 0.02733896 0.05637138 0.02881541 0.0163562  0.03518305
- 0.02460355 0.00280363 0.0044697  0.01549726 0.01692802 0.01292378
- 0.03745017 0.02810512 0.02286429 0.02165757 0.02666129 0.00779268
- 0.03131926 0.02339588 0.00461151 0.01516054 0.04771954 0.04964381
- 0.00310577 0.07038555 0.02244542 0.00549812 0.03432913 0.02357982
- 0.03663294 0.02518542 0.04143717 0.03388678 0.00780776 0.00132783
- 0.02747654 0.04561434 0.00158754 0.02174822 0.03353115 0.00624452
- 0.02947717 0.03378293 0.02430551 0.00728374 0.01379422 0.01427509
- 0.04598223 0.0442411  0.07660514 0.03523894 0.05599355 0.08451695
- 0.01631541 0.0314934  0.00085946 0.0174912  0.04138379 0.02711384
- 0.06866315 0.01900861 0.03389626 0.00703161]
+
    [0.00320321 0.00245758 0.05081566 0.0019973  0.00120436 0.0178182
+ 0.00900007 0.00408859 0.00048748 0.00486475 0.01992842 0.00354541
+ 0.02097611 0.02124814 0.05100557 0.03342039 0.01004759 0.03045198
+ 0.01334173 0.02570599 0.01152362 0.0055851  0.01331589 0.00670173
+ 0.00111016 0.00674891 0.02190496 0.01318991 0.01012542 0.00536771
+ 0.01056529 0.03104011 0.02194347 0.00570653 0.02260804 0.00449913
+ 0.01584232 0.00856436 0.01271496 0.02217472 0.00201728 0.00743189
+ 0.03465345 0.01961887 0.00071763 0.05253796 0.00713411 0.02597965
+ 0.00044036 0.04210928 0.04276324 0.01934278 0.03413554 0.03117346
+ 0.01696872 0.0103092  0.05179687 0.03101773 0.00419078 0.04059438
+ 0.0681795  0.02798066 0.01269201 0.00019982 0.00546406 0.01333519
+ 0.00925952 0.06136355 0.05846851 0.03697739 0.04446751 0.0707621
+ 0.02017735 0.01044641 0.06713371 0.01791265 0.05612456 0.02375823
+ 0.0050523  0.03568016 0.00771754 0.01959569 0.00679037 0.01420455
+ 0.09201618 0.01115073 0.00372262 0.03688621 0.05250129 0.00520339
+ 0.00423753 0.00267063 0.0575829  0.00228698 0.00253137 0.0280728
+ 0.01264352 0.01788241 0.07061848 0.00521152]
    @@ -1709,15 +1710,15 @@ but now splitting the data into a training set and a test set.

    -
    [ 1.99523653  0.19571155  3.70792235  2.56288447 -1.52977457]
+
    [ 2.032142    0.27650047  3.22178183  2.62592637 -1.1157376 ]
 Training R2
-0.9957793953467874
+0.994910550643694
 Training MSE
-0.009780101492052846
+0.011016261190269798
 Test R2
-0.9948937588794076
+0.9949909770903465
 Test MSE
-0.007661225358276448
+0.007328424743352142
    diff --git a/doc/LectureNotes/_build/jupyter_execute/week35.ipynb b/doc/LectureNotes/_build/jupyter_execute/week35.ipynb index f05772874..afe604627 100644 --- a/doc/LectureNotes/_build/jupyter_execute/week35.ipynb +++ b/doc/LectureNotes/_build/jupyter_execute/week35.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "0cc8798d", + "id": "7d46aac3", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "da5efe21", + "id": "c2e822c3", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "8a9facf6", + "id": "8fe173b0", "metadata": { "editable": true }, @@ -49,7 +49,7 @@ }, { "cell_type": "markdown", - "id": "0fe93a22", + "id": "3d8f7c5e", "metadata": { "editable": true }, @@ -58,16 +58,18 @@ "\n", "1. These lecture notes\n", "\n", - "2. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", + "2. [Video of lecture](https://youtu.be/VKakN-e4aUA)\n", "\n", - "3. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", "\n", - "4. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." + "4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "\n", + "5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." ] }, { "cell_type": "markdown", - "id": "88c554b6", + "id": "136f0fb9", "metadata": { "editable": true }, @@ -101,7 +103,7 @@ }, { "cell_type": "markdown", - "id": "cac03766", + "id": "81e34904", "metadata": { "editable": true }, @@ -117,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "9ff9b1d8", + "id": "9eb8c3c0", "metadata": { "editable": true }, @@ -129,7 +131,7 @@ }, { "cell_type": "markdown", - "id": "65e2020b", + "id": "b57a761c", "metadata": { "editable": true }, @@ -139,7 +141,7 @@ }, { "cell_type": "markdown", - "id": "2c1af26e", + "id": "a1938870", "metadata": { "editable": true }, @@ -151,7 +153,7 @@ }, { "cell_type": "markdown", - "id": "f324d64b", + "id": "f4dfd5db", "metadata": { "editable": true }, @@ -172,7 +174,7 @@ }, { "cell_type": "markdown", - "id": "125dcb74", + "id": "eb46d019", "metadata": { "editable": true }, @@ -184,7 +186,7 @@ }, { "cell_type": "markdown", - "id": "5c9da59d", + "id": "97bb0d9d", "metadata": { "editable": true }, @@ -197,7 +199,7 @@ }, { "cell_type": "markdown", - "id": "a5afa34c", + "id": "70a33137", "metadata": { "editable": true }, @@ -209,7 +211,7 @@ }, { "cell_type": "markdown", - "id": "2022e4f2", + "id": "bc9a57c9", "metadata": { "editable": true }, @@ -221,7 +223,7 @@ }, { "cell_type": "markdown", - "id": "eda7900c", + "id": "fd395098", "metadata": { "editable": true }, @@ -231,7 +233,7 @@ }, { "cell_type": "markdown", - "id": "d3a51876", + "id": "c6c37190", "metadata": { "editable": true }, @@ -243,7 +245,7 @@ }, { "cell_type": "markdown", - "id": "b2e04c71", + "id": "3754a599", "metadata": { "editable": true }, @@ -256,7 +258,7 @@ }, { "cell_type": "markdown", - "id": "0e554907", + "id": "eb1e5c6a", "metadata": { "editable": true }, @@ -268,7 +270,7 @@ }, { "cell_type": "markdown", - "id": "41558215", + "id": "c5bab63d", "metadata": { "editable": true }, @@ -278,7 +280,7 @@ }, { "cell_type": "markdown", - "id": "4345873f", + "id": "469d828a", "metadata": { "editable": true }, @@ -290,7 +292,7 @@ }, { "cell_type": "markdown", - "id": "12d50cdd", + "id": "99cb3e0c", "metadata": { "editable": true }, @@ -302,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "54045737", + "id": "a313d648", "metadata": { "editable": true }, @@ -313,7 +315,7 @@ }, { "cell_type": "markdown", - "id": "7c53c69e", + "id": "45638946", "metadata": { "editable": true }, @@ -325,7 +327,7 @@ }, { "cell_type": "markdown", - "id": "6d3e0fad", + "id": "b8130f9c", "metadata": { "editable": true }, @@ -344,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "1818740e", + "id": "c2a5f5ad", "metadata": { "editable": true }, @@ -357,7 +359,7 @@ }, { "cell_type": "markdown", - "id": "5d5a8b34", + "id": "7385a922", "metadata": { "editable": true }, @@ -367,7 +369,7 @@ }, { "cell_type": "markdown", - "id": "c9675043", + "id": "c3413e2f", "metadata": { "editable": true }, @@ -379,7 +381,7 @@ }, { "cell_type": "markdown", - "id": "f0a1bb02", + "id": "3349093c", "metadata": { "editable": true }, @@ -389,7 +391,7 @@ }, { "cell_type": "markdown", - "id": "33b1e69b", + "id": "1a33ba2e", "metadata": { "editable": true }, @@ -401,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "5d862732", + "id": "1a6045f4", "metadata": { "editable": true }, @@ -411,7 +413,7 @@ }, { "cell_type": "markdown", - "id": "0d923d08", + "id": "7b311171", "metadata": { "editable": true }, @@ -423,7 +425,7 @@ }, { "cell_type": "markdown", - "id": "f5f5d0d8", + "id": "558d3b32", "metadata": { "editable": true }, @@ -434,7 +436,7 @@ }, { "cell_type": "markdown", - "id": "63ce888f", + "id": "deffceee", "metadata": { "editable": true }, @@ -446,7 +448,7 @@ }, { "cell_type": "markdown", - "id": "ac657932", + "id": "fffc54ec", "metadata": { "editable": true }, @@ -456,7 +458,7 @@ }, { "cell_type": "markdown", - "id": "acf875f2", + "id": "6f492262", "metadata": { "editable": true }, @@ -468,7 +470,7 @@ }, { "cell_type": "markdown", - "id": "cb877b14", + "id": "8d378b38", "metadata": { "editable": true }, @@ -478,7 +480,7 @@ }, { "cell_type": "markdown", - "id": "e8a4ea75", + "id": "539d62f8", "metadata": { "editable": true }, @@ -490,7 +492,7 @@ }, { "cell_type": "markdown", - "id": "c335f569", + "id": "238a8e6d", "metadata": { "editable": true }, @@ -510,7 +512,7 @@ }, { "cell_type": "markdown", - "id": "a05d5f2e", + "id": "29e68d43", "metadata": { "editable": true }, @@ -537,7 +539,7 @@ }, { "cell_type": "markdown", - "id": "ef316a3d", + "id": "2b2ff1ac", "metadata": { "editable": true }, @@ -549,7 +551,7 @@ }, { "cell_type": "markdown", - "id": "a1a9f56e", + "id": "296d789f", "metadata": { "editable": true }, @@ -561,7 +563,7 @@ }, { "cell_type": "markdown", - "id": "56b2181f", + "id": "77190213", "metadata": { "editable": true }, @@ -577,7 +579,7 @@ }, { "cell_type": "markdown", - "id": "0089ad66", + "id": "c908c476", "metadata": { "editable": true }, @@ -595,7 +597,7 @@ }, { "cell_type": "markdown", - "id": "50288504", + "id": "d6df5bf4", "metadata": { "editable": true }, @@ -607,7 +609,7 @@ }, { "cell_type": "markdown", - "id": "74f24d00", + "id": "825ed674", "metadata": { "editable": true }, @@ -619,7 +621,7 @@ }, { "cell_type": "markdown", - "id": "2b45a174", + "id": "ba708b07", "metadata": { "editable": true }, @@ -630,7 +632,7 @@ }, { "cell_type": "markdown", - "id": "f4a369c7", + "id": "e7515806", "metadata": { "editable": true }, @@ -642,7 +644,7 @@ }, { "cell_type": "markdown", - "id": "2e455193", + "id": "ec27da02", "metadata": { "editable": true }, @@ -652,7 +654,7 @@ }, { "cell_type": "markdown", - "id": "b2933c3d", + "id": "0e568f9b", "metadata": { "editable": true }, @@ -664,7 +666,7 @@ }, { "cell_type": "markdown", - "id": "0b10ad24", + "id": "50b3c398", "metadata": { "editable": true }, @@ -678,7 +680,7 @@ }, { "cell_type": "markdown", - "id": "7472889a", + "id": "f67a6838", "metadata": { "editable": true }, @@ -690,7 +692,7 @@ }, { "cell_type": "markdown", - "id": "419fc6a1", + "id": "27095386", "metadata": { "editable": true }, @@ -702,7 +704,7 @@ }, { "cell_type": "markdown", - "id": "48267c0e", + "id": "97e6e136", "metadata": { "editable": true }, @@ -714,7 +716,7 @@ }, { "cell_type": "markdown", - "id": "026ff83a", + "id": "2f2cb2f1", "metadata": { "editable": true }, @@ -724,7 +726,7 @@ }, { "cell_type": "markdown", - "id": "8de2adcf", + "id": "19160cb4", "metadata": { "editable": true }, @@ -736,7 +738,7 @@ }, { "cell_type": "markdown", - "id": "cae41745", + "id": "50ff8918", "metadata": { "editable": true }, @@ -748,7 +750,7 @@ }, { "cell_type": "markdown", - "id": "aefb1de0", + "id": "615fbba5", "metadata": { "editable": true }, @@ -760,7 +762,7 @@ }, { "cell_type": "markdown", - "id": "7c48017e", + "id": "4116f7dd", "metadata": { "editable": true }, @@ -774,7 +776,7 @@ }, { "cell_type": "markdown", - "id": "cd9531e1", + "id": "2ee0f30c", "metadata": { "editable": true }, @@ -786,7 +788,7 @@ }, { "cell_type": "markdown", - "id": "2a51643c", + "id": "bd14b926", "metadata": { "editable": true }, @@ -798,7 +800,7 @@ }, { "cell_type": "markdown", - "id": "5797072d", + "id": "5b7c9517", "metadata": { "editable": true }, @@ -810,7 +812,7 @@ }, { "cell_type": "markdown", - "id": "49f48019", + "id": "2a8bb990", "metadata": { "editable": true }, @@ -820,7 +822,7 @@ }, { "cell_type": "markdown", - "id": "e32fded3", + "id": "5e4cee2a", "metadata": { "editable": true }, @@ -832,7 +834,7 @@ }, { "cell_type": "markdown", - "id": "06a95180", + "id": "32358c8c", "metadata": { "editable": true }, @@ -842,7 +844,7 @@ }, { "cell_type": "markdown", - "id": "7486bc1a", + "id": "582e5dd2", "metadata": { "editable": true }, @@ -854,7 +856,7 @@ }, { "cell_type": "markdown", - "id": "ceccd894", + "id": "09021946", "metadata": { "editable": true }, @@ -864,7 +866,7 @@ }, { "cell_type": "markdown", - "id": "623da8cd", + "id": "1996c675", "metadata": { "editable": true }, @@ -876,7 +878,7 @@ }, { "cell_type": "markdown", - "id": "95f0b356", + "id": "21a8f52b", "metadata": { "editable": true }, @@ -888,7 +890,7 @@ }, { "cell_type": "markdown", - "id": "6f17b240", + "id": "750c017f", "metadata": { "editable": true }, @@ -900,7 +902,7 @@ }, { "cell_type": "markdown", - "id": "468c5563", + "id": "ad136af2", "metadata": { "editable": true }, @@ -915,7 +917,7 @@ }, { "cell_type": "markdown", - "id": "8936d5d5", + "id": "afac1035", "metadata": { "editable": true }, @@ -927,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "22b0f678", + "id": "2b7bf070", "metadata": { "editable": true }, @@ -937,7 +939,7 @@ }, { "cell_type": "markdown", - "id": "d266b672", + "id": "2670dafb", "metadata": { "editable": true }, @@ -949,7 +951,7 @@ }, { "cell_type": "markdown", - "id": "35b94dd8", + "id": "63337734", "metadata": { "editable": true }, @@ -959,7 +961,7 @@ }, { "cell_type": "markdown", - "id": "a2a5a371", + "id": "bda0b6b2", "metadata": { "editable": true }, @@ -971,7 +973,7 @@ }, { "cell_type": "markdown", - "id": "d3524468", + "id": "db44d551", "metadata": { "editable": true }, @@ -981,7 +983,7 @@ }, { "cell_type": "markdown", - "id": "981b36ff", + "id": "a389e623", "metadata": { "editable": true }, @@ -993,7 +995,7 @@ }, { "cell_type": "markdown", - "id": "0cd35260", + "id": "a8e046db", "metadata": { "editable": true }, @@ -1005,7 +1007,7 @@ }, { "cell_type": "markdown", - "id": "91f31dc4", + "id": "074cc965", "metadata": { "editable": true }, @@ -1017,7 +1019,7 @@ }, { "cell_type": "markdown", - "id": "c74b64cc", + "id": "fca52100", "metadata": { "editable": true }, @@ -1027,7 +1029,7 @@ }, { "cell_type": "markdown", - "id": "18ba38ad", + "id": "9c56f854", "metadata": { "editable": true }, @@ -1039,7 +1041,7 @@ }, { "cell_type": "markdown", - "id": "8fb70fd5", + "id": "7a556df3", "metadata": { "editable": true }, @@ -1052,7 +1054,7 @@ }, { "cell_type": "markdown", - "id": "3a477676", + "id": "67239adf", "metadata": { "editable": true }, @@ -1064,7 +1066,7 @@ }, { "cell_type": "markdown", - "id": "ac7efc29", + "id": "a10c57f5", "metadata": { "editable": true }, @@ -1074,7 +1076,7 @@ }, { "cell_type": "markdown", - "id": "ce15e114", + "id": "a7c13076", "metadata": { "editable": true }, @@ -1086,7 +1088,7 @@ }, { "cell_type": "markdown", - "id": "4795c8b7", + "id": "db2e932a", "metadata": { "editable": true }, @@ -1096,7 +1098,7 @@ }, { "cell_type": "markdown", - "id": "d559e832", + "id": "b001a262", "metadata": { "editable": true }, @@ -1108,7 +1110,7 @@ }, { "cell_type": "markdown", - "id": "e90bed1a", + "id": "c4ec2cb7", "metadata": { "editable": true }, @@ -1118,7 +1120,7 @@ }, { "cell_type": "markdown", - "id": "1618df78", + "id": "35bba0f9", "metadata": { "editable": true }, @@ -1130,7 +1132,7 @@ }, { "cell_type": "markdown", - "id": "802ebc53", + "id": "39d2d221", "metadata": { "editable": true }, @@ -1140,7 +1142,7 @@ }, { "cell_type": "markdown", - "id": "6b3555fc", + "id": "0a18b7bb", "metadata": { "editable": true }, @@ -1152,7 +1154,7 @@ }, { "cell_type": "markdown", - "id": "ec8eed07", + "id": "d22d6836", "metadata": { "editable": true }, @@ -1162,7 +1164,7 @@ }, { "cell_type": "markdown", - "id": "97ae5724", + "id": "567161ac", "metadata": { "editable": true }, @@ -1174,7 +1176,7 @@ }, { "cell_type": "markdown", - "id": "66a2c1fa", + "id": "28e3d37b", "metadata": { "editable": true }, @@ -1186,7 +1188,7 @@ }, { "cell_type": "markdown", - "id": "5b6a6eec", + "id": "e42fd086", "metadata": { "editable": true }, @@ -1198,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "c1d5dd81", + "id": "8fc99a0c", "metadata": { "editable": true }, @@ -1210,7 +1212,7 @@ }, { "cell_type": "markdown", - "id": "a78762eb", + "id": "86d74fd9", "metadata": { "editable": true }, @@ -1222,7 +1224,7 @@ }, { "cell_type": "markdown", - "id": "64f698c7", + "id": "554b9a43", "metadata": { "editable": true }, @@ -1238,7 +1240,7 @@ }, { "cell_type": "markdown", - "id": "d1ae0752", + "id": "d1affa7d", "metadata": { "editable": true }, @@ -1250,7 +1252,7 @@ }, { "cell_type": "markdown", - "id": "49da5a44", + "id": "cf2e3528", "metadata": { "editable": true }, @@ -1260,7 +1262,7 @@ }, { "cell_type": "markdown", - "id": "18ad73ea", + "id": "9bfab245", "metadata": { "editable": true }, @@ -1272,7 +1274,7 @@ }, { "cell_type": "markdown", - "id": "ad87fa1c", + "id": "4e923312", "metadata": { "editable": true }, @@ -1290,7 +1292,7 @@ }, { "cell_type": "markdown", - "id": "ef1776e5", + "id": "ae25f416", "metadata": { "editable": true }, @@ -1302,7 +1304,7 @@ }, { "cell_type": "markdown", - "id": "2276a02e", + "id": "d616c204", "metadata": { "editable": true }, @@ -1314,7 +1316,7 @@ }, { "cell_type": "markdown", - "id": "5c723798", + "id": "c767f7d8", "metadata": { "editable": true }, @@ -1324,7 +1326,7 @@ }, { "cell_type": "markdown", - "id": "219ee33e", + "id": "5e10686f", "metadata": { "editable": true }, @@ -1336,7 +1338,7 @@ }, { "cell_type": "markdown", - "id": "f5d32391", + "id": "0d8fd143", "metadata": { "editable": true }, @@ -1346,7 +1348,7 @@ }, { "cell_type": "markdown", - "id": "78f026b8", + "id": "bf85a0ca", "metadata": { "editable": true }, @@ -1358,7 +1360,7 @@ }, { "cell_type": "markdown", - "id": "f6d525fc", + "id": "f8625113", "metadata": { "editable": true }, @@ -1368,7 +1370,7 @@ }, { "cell_type": "markdown", - "id": "a6a0c647", + "id": "ca3f31df", "metadata": { "editable": true }, @@ -1382,7 +1384,7 @@ }, { "cell_type": "markdown", - "id": "3f4b93d1", + "id": "32f2e67e", "metadata": { "editable": true }, @@ -1394,7 +1396,7 @@ }, { "cell_type": "markdown", - "id": "7672566e", + "id": "c0571367", "metadata": { "editable": true }, @@ -1405,7 +1407,7 @@ }, { "cell_type": "markdown", - "id": "e5c25220", + "id": "6199aacb", "metadata": { "editable": true }, @@ -1418,7 +1420,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "e7d45233", + "id": "e17aecdf", "metadata": { "collapsed": false, "editable": true @@ -1445,7 +1447,7 @@ }, { "cell_type": "markdown", - "id": "162f5865", + "id": "295f958b", "metadata": { "editable": true }, @@ -1456,7 +1458,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "acca1a4f", + "id": "da33d84b", "metadata": { "collapsed": false, "editable": true @@ -1469,7 +1471,7 @@ }, { "cell_type": "markdown", - "id": "7aff8680", + "id": "f8656ecc", "metadata": { "editable": true }, @@ -1483,7 +1485,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "e0ff1b8d", + "id": "10bb7d14", "metadata": { "collapsed": false, "editable": true @@ -1496,7 +1498,7 @@ }, { "cell_type": "markdown", - "id": "7c49f3ee", + "id": "43fef194", "metadata": { "editable": true }, @@ -1507,7 +1509,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "4becb815", + "id": "c7b2d7e8", "metadata": { "collapsed": false, "editable": true @@ -1517,7 +1519,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.9935551267466322\n" + "0.995597266739957\n" ] } ], @@ -1527,7 +1529,7 @@ }, { "cell_type": "markdown", - "id": "947e6f7f", + "id": "3704aaf9", "metadata": { "editable": true }, @@ -1538,7 +1540,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "46f42ebe", + "id": "0942d279", "metadata": { "collapsed": false, "editable": true @@ -1548,7 +1550,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.010490200097725966\n" + "0.007984802498580442\n" ] } ], @@ -1562,7 +1564,7 @@ }, { "cell_type": "markdown", - "id": "d2a9c315", + "id": "a8d0b4f2", "metadata": { "editable": true }, @@ -1573,7 +1575,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "8d9335a7", + "id": "6d95666b", "metadata": { "collapsed": false, "editable": true @@ -1583,23 +1585,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0.0154132 0.05341376 0.03110433 0.00569304 0.00506878 0.0148722\n", - " 0.08128265 0.02279801 0.02093685 0.06532712 0.04539538 0.03257064\n", - " 0.02869709 0.08842405 0.05211842 0.07932386 0.02115366 0.04175792\n", - " 0.01811045 0.06077967 0.04565093 0.03645765 0.06066397 0.00485256\n", - " 0.01797226 0.02614999 0.01806634 0.02108223 0.0066334 0.05980771\n", - " 0.04400708 0.00630419 0.1383885 0.00044903 0.00641337 0.03058676\n", - " 0.00976807 0.02733896 0.05637138 0.02881541 0.0163562 0.03518305\n", - " 0.02460355 0.00280363 0.0044697 0.01549726 0.01692802 0.01292378\n", - " 0.03745017 0.02810512 0.02286429 0.02165757 0.02666129 0.00779268\n", - " 0.03131926 0.02339588 0.00461151 0.01516054 0.04771954 0.04964381\n", - " 0.00310577 0.07038555 0.02244542 0.00549812 0.03432913 0.02357982\n", - " 0.03663294 0.02518542 0.04143717 0.03388678 0.00780776 0.00132783\n", - " 0.02747654 0.04561434 0.00158754 0.02174822 0.03353115 0.00624452\n", - " 0.02947717 0.03378293 0.02430551 0.00728374 0.01379422 0.01427509\n", - " 0.04598223 0.0442411 0.07660514 0.03523894 0.05599355 0.08451695\n", - " 0.01631541 0.0314934 0.00085946 0.0174912 0.04138379 0.02711384\n", - " 0.06866315 0.01900861 0.03389626 0.00703161]\n" + "[0.00320321 0.00245758 0.05081566 0.0019973 0.00120436 0.0178182\n", + " 0.00900007 0.00408859 0.00048748 0.00486475 0.01992842 0.00354541\n", + " 0.02097611 0.02124814 0.05100557 0.03342039 0.01004759 0.03045198\n", + " 0.01334173 0.02570599 0.01152362 0.0055851 0.01331589 0.00670173\n", + " 0.00111016 0.00674891 0.02190496 0.01318991 0.01012542 0.00536771\n", + " 0.01056529 0.03104011 0.02194347 0.00570653 0.02260804 0.00449913\n", + " 0.01584232 0.00856436 0.01271496 0.02217472 0.00201728 0.00743189\n", + " 0.03465345 0.01961887 0.00071763 0.05253796 0.00713411 0.02597965\n", + " 0.00044036 0.04210928 0.04276324 0.01934278 0.03413554 0.03117346\n", + " 0.01696872 0.0103092 0.05179687 0.03101773 0.00419078 0.04059438\n", + " 0.0681795 0.02798066 0.01269201 0.00019982 0.00546406 0.01333519\n", + " 0.00925952 0.06136355 0.05846851 0.03697739 0.04446751 0.0707621\n", + " 0.02017735 0.01044641 0.06713371 0.01791265 0.05612456 0.02375823\n", + " 0.0050523 0.03568016 0.00771754 0.01959569 0.00679037 0.01420455\n", + " 0.09201618 0.01115073 0.00372262 0.03688621 0.05250129 0.00520339\n", + " 0.00423753 0.00267063 0.0575829 0.00228698 0.00253137 0.0280728\n", + " 0.01264352 0.01788241 0.07061848 0.00521152]\n" ] } ], @@ -1611,7 +1613,7 @@ }, { "cell_type": "markdown", - "id": "b41bc75a", + "id": "77262b73", "metadata": { "editable": true }, @@ -1632,7 +1634,7 @@ }, { "cell_type": "markdown", - "id": "1610fc91", + "id": "07ecffe3", "metadata": { "editable": true }, @@ -1643,7 +1645,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "de979cb1", + "id": "6bb953ea", "metadata": { "collapsed": false, "editable": true @@ -1653,15 +1655,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "[ 1.99523653 0.19571155 3.70792235 2.56288447 -1.52977457]\n", + "[ 2.032142 0.27650047 3.22178183 2.62592637 -1.1157376 ]\n", "Training R2\n", - "0.9957793953467874\n", + "0.994910550643694\n", "Training MSE\n", - "0.009780101492052846\n", + "0.011016261190269798\n", "Test R2\n", - "0.9948937588794076\n", + "0.9949909770903465\n", "Test MSE\n", - "0.007661225358276448\n" + "0.007328424743352142\n" ] } ], @@ -1712,7 +1714,7 @@ }, { "cell_type": "markdown", - "id": "151097cb", + "id": "b6523939", "metadata": { "editable": true }, @@ -1723,7 +1725,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "46da3a8b", + "id": "33d42837", "metadata": { "collapsed": false, "editable": true @@ -1748,7 +1750,7 @@ }, { "cell_type": "markdown", - "id": "57ec4d97", + "id": "2ff685c2", "metadata": { "editable": true }, @@ -1760,7 +1762,7 @@ }, { "cell_type": "markdown", - "id": "37b1776a", + "id": "4bdd8f8b", "metadata": { "editable": true }, @@ -1789,7 +1791,7 @@ }, { "cell_type": "markdown", - "id": "2bf72e3c", + "id": "b663d865", "metadata": { "editable": true }, @@ -1814,7 +1816,7 @@ }, { "cell_type": "markdown", - "id": "5770c01c", + "id": "a49bbab2", "metadata": { "editable": true }, @@ -1834,7 +1836,7 @@ }, { "cell_type": "markdown", - "id": "e79c6e90", + "id": "9d04ab36", "metadata": { "editable": true }, @@ -1861,7 +1863,7 @@ }, { "cell_type": "markdown", - "id": "fca748bc", + "id": "7694b847", "metadata": { "editable": true }, @@ -1874,7 +1876,7 @@ }, { "cell_type": "markdown", - "id": "dc2601a4", + "id": "f3bee616", "metadata": { "editable": true }, @@ -1886,7 +1888,7 @@ }, { "cell_type": "markdown", - "id": "794efa28", + "id": "2d8765c8", "metadata": { "editable": true }, @@ -1897,7 +1899,7 @@ }, { "cell_type": "markdown", - "id": "93a4d972", + "id": "372b1ac9", "metadata": { "editable": true }, @@ -1913,7 +1915,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "e82e106e", + "id": "91b59881", "metadata": { "collapsed": false, "editable": true @@ -2356,7 +2358,7 @@ }, { "cell_type": "markdown", - "id": "876b05b3", + "id": "752bdf5c", "metadata": { "editable": true }, @@ -2366,7 +2368,7 @@ }, { "cell_type": "markdown", - "id": "080d0802", + "id": "b448d7a7", "metadata": { "editable": true }, @@ -2381,7 +2383,7 @@ }, { "cell_type": "markdown", - "id": "8fbb2ec6", + "id": "c44bc2b9", "metadata": { "editable": true }, @@ -2393,7 +2395,7 @@ }, { "cell_type": "markdown", - "id": "66704782", + "id": "316b55f9", "metadata": { "editable": true }, @@ -2403,7 +2405,7 @@ }, { "cell_type": "markdown", - "id": "9a007cc5", + "id": "649ae921", "metadata": { "editable": true }, @@ -2419,7 +2421,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "9b0346bf", + "id": "7105b779", "metadata": { "collapsed": false, "editable": true @@ -2436,7 +2438,7 @@ }, { "cell_type": "markdown", - "id": "dd30ef81", + "id": "cc901b3e", "metadata": { "editable": true }, @@ -2449,7 +2451,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "218b6330", + "id": "a3f97306", "metadata": { "collapsed": false, "editable": true @@ -2511,7 +2513,7 @@ }, { "cell_type": "markdown", - "id": "5495725a", + "id": "92e55bd9", "metadata": { "editable": true }, @@ -2522,7 +2524,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "c57274c4", + "id": "eb0f9eeb", "metadata": { "collapsed": false, "editable": true @@ -2658,7 +2660,7 @@ }, { "cell_type": "markdown", - "id": "355b35ac", + "id": "7eef8cc6", "metadata": { "editable": true }, @@ -2686,7 +2688,7 @@ }, { "cell_type": "markdown", - "id": "d9d13ce2", + "id": "929f1ffa", "metadata": { "editable": true }, @@ -2721,7 +2723,7 @@ }, { "cell_type": "markdown", - "id": "64784f38", + "id": "1cf95ac7", "metadata": { "editable": true }, @@ -2736,7 +2738,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "fceb7694", + "id": "ccf5197e", "metadata": { "collapsed": false, "editable": true @@ -2761,7 +2763,7 @@ }, { "cell_type": "markdown", - "id": "da51f783", + "id": "4bc3b8e7", "metadata": { "editable": true }, @@ -2777,7 +2779,7 @@ }, { "cell_type": "markdown", - "id": "ef854ca6", + "id": "832c9186", "metadata": { "editable": true }, @@ -2789,7 +2791,7 @@ }, { "cell_type": "markdown", - "id": "c8e8835b", + "id": "33936009", "metadata": { "editable": true }, @@ -2804,7 +2806,7 @@ }, { "cell_type": "markdown", - "id": "fbc07229", + "id": "a33c046a", "metadata": { "editable": true }, @@ -2816,7 +2818,7 @@ }, { "cell_type": "markdown", - "id": "bb62df5d", + "id": "0b6ecee9", "metadata": { "editable": true }, @@ -2826,7 +2828,7 @@ }, { "cell_type": "markdown", - "id": "4c498ad0", + "id": "9cfd4f52", "metadata": { "editable": true }, @@ -2838,7 +2840,7 @@ }, { "cell_type": "markdown", - "id": "81441ba4", + "id": "b74f5c3e", "metadata": { "editable": true }, @@ -2848,7 +2850,7 @@ }, { "cell_type": "markdown", - "id": "124df548", + "id": "0ef4d3fc", "metadata": { "editable": true }, @@ -2860,7 +2862,7 @@ }, { "cell_type": "markdown", - "id": "e25785d1", + "id": "b70ff7f6", "metadata": { "editable": true }, @@ -2873,7 +2875,7 @@ }, { "cell_type": "markdown", - "id": "404839b9", + "id": "b89a5aa4", "metadata": { "editable": true }, @@ -2885,7 +2887,7 @@ }, { "cell_type": "markdown", - "id": "bb5bdd6b", + "id": "a750db78", "metadata": { "editable": true }, @@ -2895,7 +2897,7 @@ }, { "cell_type": "markdown", - "id": "5598d263", + "id": "a0749f95", "metadata": { "editable": true }, @@ -2907,7 +2909,7 @@ }, { "cell_type": "markdown", - "id": "9132652b", + "id": "9eb89703", "metadata": { "editable": true }, @@ -2917,7 +2919,7 @@ }, { "cell_type": "markdown", - "id": "1365b94c", + "id": "f8c543ef", "metadata": { "editable": true }, @@ -2929,7 +2931,7 @@ }, { "cell_type": "markdown", - "id": "cb7c8167", + "id": "6defd473", "metadata": { "editable": true }, @@ -2939,7 +2941,7 @@ }, { "cell_type": "markdown", - "id": "208ca30e", + "id": "6a1c04c5", "metadata": { "editable": true }, @@ -2951,7 +2953,7 @@ }, { "cell_type": "markdown", - "id": "10dfd4c3", + "id": "8325061d", "metadata": { "editable": true }, @@ -2961,7 +2963,7 @@ }, { "cell_type": "markdown", - "id": "bc5cfcbc", + "id": "c5f5636b", "metadata": { "editable": true }, @@ -2973,7 +2975,7 @@ }, { "cell_type": "markdown", - "id": "847f8203", + "id": "42431c7f", "metadata": { "editable": true }, @@ -2983,7 +2985,7 @@ }, { "cell_type": "markdown", - "id": "84930833", + "id": "c3217f5c", "metadata": { "editable": true }, @@ -2995,7 +2997,7 @@ }, { "cell_type": "markdown", - "id": "944775f6", + "id": "8c7d335a", "metadata": { "editable": true }, @@ -3005,7 +3007,7 @@ }, { "cell_type": "markdown", - "id": "c6426939", + "id": "14c5de11", "metadata": { "editable": true }, @@ -3017,7 +3019,7 @@ }, { "cell_type": "markdown", - "id": "d519e968", + "id": "1ac2af74", "metadata": { "editable": true }, @@ -3029,7 +3031,7 @@ }, { "cell_type": "markdown", - "id": "ae7739e1", + "id": "c2eabe21", "metadata": { "editable": true }, @@ -3041,7 +3043,7 @@ }, { "cell_type": "markdown", - "id": "5a8a1c79", + "id": "cc162020", "metadata": { "editable": true }, @@ -3054,7 +3056,7 @@ }, { "cell_type": "markdown", - "id": "04a21948", + "id": "f95d9da9", "metadata": { "editable": true }, @@ -3066,7 +3068,7 @@ }, { "cell_type": "markdown", - "id": "afd80915", + "id": "ae14a0ff", "metadata": { "editable": true }, @@ -3076,7 +3078,7 @@ }, { "cell_type": "markdown", - "id": "fef77435", + "id": "35be5948", "metadata": { "editable": true }, @@ -3090,7 +3092,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "b2c7b169", + "id": "0a445f6b", "metadata": { "collapsed": false, "editable": true @@ -3223,7 +3225,7 @@ }, { "cell_type": "markdown", - "id": "66203e4b", + "id": "6fa524da", "metadata": { "editable": true }, @@ -3244,7 +3246,7 @@ }, { "cell_type": "markdown", - "id": "d7dc5df9", + "id": "b0b24191", "metadata": { "editable": true }, @@ -3256,7 +3258,7 @@ }, { "cell_type": "markdown", - "id": "7395835f", + "id": "bc926eb0", "metadata": { "editable": true }, @@ -3266,7 +3268,7 @@ }, { "cell_type": "markdown", - "id": "60806928", + "id": "6800d55a", "metadata": { "editable": true }, @@ -3278,7 +3280,7 @@ }, { "cell_type": "markdown", - "id": "a909b712", + "id": "a5a2bc56", "metadata": { "editable": true }, @@ -3288,7 +3290,7 @@ }, { "cell_type": "markdown", - "id": "8d18e46c", + "id": "9f8bb782", "metadata": { "editable": true }, @@ -3300,7 +3302,7 @@ }, { "cell_type": "markdown", - "id": "854c1143", + "id": "eb61b96e", "metadata": { "editable": true }, @@ -3316,7 +3318,7 @@ }, { "cell_type": "markdown", - "id": "beb68768", + "id": "9964eb38", "metadata": { "editable": true }, @@ -3326,7 +3328,7 @@ }, { "cell_type": "markdown", - "id": "b347ddc4", + "id": "975477ec", "metadata": { "editable": true }, @@ -3340,7 +3342,7 @@ }, { "cell_type": "markdown", - "id": "83eedaee", + "id": "6fd95915", "metadata": { "editable": true }, @@ -3352,7 +3354,7 @@ }, { "cell_type": "markdown", - "id": "93141ede", + "id": "1d2d81af", "metadata": { "editable": true }, @@ -3364,7 +3366,7 @@ }, { "cell_type": "markdown", - "id": "b56e4aae", + "id": "52e80563", "metadata": { "editable": true }, @@ -3376,7 +3378,7 @@ }, { "cell_type": "markdown", - "id": "7b8786cd", + "id": "c2a49d24", "metadata": { "editable": true }, @@ -3386,7 +3388,7 @@ }, { "cell_type": "markdown", - "id": "9b1e144e", + "id": "456c2700", "metadata": { "editable": true }, @@ -3398,7 +3400,7 @@ }, { "cell_type": "markdown", - "id": "7bbcfcdd", + "id": "61ba0800", "metadata": { "editable": true }, @@ -3408,7 +3410,7 @@ }, { "cell_type": "markdown", - "id": "cc6b0e61", + "id": "b963fbee", "metadata": { "editable": true }, @@ -3420,7 +3422,7 @@ }, { "cell_type": "markdown", - "id": "9b4ca163", + "id": "9c186cff", "metadata": { "editable": true }, @@ -3431,7 +3433,7 @@ }, { "cell_type": "markdown", - "id": "134842c5", + "id": "c141b391", "metadata": { "editable": true }, @@ -3443,7 +3445,7 @@ }, { "cell_type": "markdown", - "id": "ff68a71b", + "id": "8ce09acd", "metadata": { "editable": true }, @@ -3455,7 +3457,7 @@ }, { "cell_type": "markdown", - "id": "603e1e26", + "id": "c4e720ca", "metadata": { "editable": true }, @@ -3465,7 +3467,7 @@ }, { "cell_type": "markdown", - "id": "2c27369f", + "id": "40e2df4f", "metadata": { "editable": true }, @@ -3477,7 +3479,7 @@ }, { "cell_type": "markdown", - "id": "7d1d5968", + "id": "cb3a2e9b", "metadata": { "editable": true }, @@ -3489,7 +3491,7 @@ }, { "cell_type": "markdown", - "id": "6bde342e", + "id": "9801c7a5", "metadata": { "editable": true }, @@ -3499,7 +3501,7 @@ }, { "cell_type": "markdown", - "id": "88f8d2a7", + "id": "7a838563", "metadata": { "editable": true }, @@ -3511,7 +3513,7 @@ }, { "cell_type": "markdown", - "id": "4e582593", + "id": "43a676b1", "metadata": { "editable": true }, @@ -3521,7 +3523,7 @@ }, { "cell_type": "markdown", - "id": "2dbafc0d", + "id": "d86c3cfc", "metadata": { "editable": true }, @@ -3533,7 +3535,7 @@ }, { "cell_type": "markdown", - "id": "501cccad", + "id": "44b599d7", "metadata": { "editable": true }, @@ -3543,7 +3545,7 @@ }, { "cell_type": "markdown", - "id": "2ec4ea5d", + "id": "4b664ca3", "metadata": { "editable": true }, @@ -3583,7 +3585,7 @@ }, { "cell_type": "markdown", - "id": "ec818e84", + "id": "bb18d8d8", "metadata": { "editable": true }, @@ -3600,7 +3602,7 @@ }, { "cell_type": "markdown", - "id": "e6dd47f1", + "id": "0f774654", "metadata": { "editable": true }, @@ -3623,7 +3625,7 @@ }, { "cell_type": "markdown", - "id": "678c67e0", + "id": "cdda011c", "metadata": { "editable": true }, @@ -3640,7 +3642,7 @@ }, { "cell_type": "markdown", - "id": "6f1f1e94", + "id": "465d9501", "metadata": { "editable": true }, @@ -3659,7 +3661,7 @@ }, { "cell_type": "markdown", - "id": "d50203f6", + "id": "398e83e6", "metadata": { "editable": true }, @@ -3670,7 +3672,7 @@ }, { "cell_type": "markdown", - "id": "a2788063", + "id": "53f21048", "metadata": { "editable": true }, @@ -3682,7 +3684,7 @@ }, { "cell_type": "markdown", - "id": "8a2a5037", + "id": "9465f056", "metadata": { "editable": true }, @@ -3700,7 +3702,7 @@ }, { "cell_type": "markdown", - "id": "452f4b73", + "id": "2f461adf", "metadata": { "editable": true }, @@ -3716,7 +3718,7 @@ }, { "cell_type": "markdown", - "id": "1036fded", + "id": "2609e0d7", "metadata": { "editable": true }, @@ -3728,7 +3730,7 @@ }, { "cell_type": "markdown", - "id": "a6eb3cb0", + "id": "83b56810", "metadata": { "editable": true }, @@ -3738,7 +3740,7 @@ }, { "cell_type": "markdown", - "id": "0afd42b2", + "id": "0dab59af", "metadata": { "editable": true }, @@ -3753,7 +3755,7 @@ }, { "cell_type": "markdown", - "id": "26450218", + "id": "86cb439d", "metadata": { "editable": true }, @@ -3765,7 +3767,7 @@ }, { "cell_type": "markdown", - "id": "802bc201", + "id": "6b5afd9e", "metadata": { "editable": true }, @@ -3775,7 +3777,7 @@ }, { "cell_type": "markdown", - "id": "bc02b2fa", + "id": "23c7ba81", "metadata": { "editable": true }, @@ -3787,7 +3789,7 @@ }, { "cell_type": "markdown", - "id": "185ab84c", + "id": "cc068a02", "metadata": { "editable": true }, @@ -3797,7 +3799,7 @@ }, { "cell_type": "markdown", - "id": "c746b885", + "id": "94448e3c", "metadata": { "editable": true }, @@ -3809,7 +3811,7 @@ }, { "cell_type": "markdown", - "id": "a294baf7", + "id": "b677f7cc", "metadata": { "editable": true }, @@ -3821,7 +3823,7 @@ }, { "cell_type": "markdown", - "id": "e5d4e9c3", + "id": "d9a2c5c1", "metadata": { "editable": true }, @@ -3836,7 +3838,7 @@ }, { "cell_type": "markdown", - "id": "e4f7ca41", + "id": "5cd87a33", "metadata": { "editable": true }, @@ -3847,7 +3849,7 @@ }, { "cell_type": "markdown", - "id": "d6a90cc4", + "id": "f64f24bc", "metadata": { "editable": true }, @@ -3867,7 +3869,7 @@ }, { "cell_type": "markdown", - "id": "e2727d07", + "id": "755c5b4c", "metadata": { "editable": true }, @@ -3879,7 +3881,7 @@ }, { "cell_type": "markdown", - "id": "684e116c", + "id": "c177ca43", "metadata": { "editable": true }, @@ -3889,7 +3891,7 @@ }, { "cell_type": "markdown", - "id": "8fc63779", + "id": "a19c8c23", "metadata": { "editable": true }, @@ -3901,7 +3903,7 @@ }, { "cell_type": "markdown", - "id": "eb1cb628", + "id": "893e2353", "metadata": { "editable": true }, @@ -3930,7 +3932,7 @@ }, { "cell_type": "markdown", - "id": "b2a5f625", + "id": "b86415ff", "metadata": { "editable": true }, @@ -3957,7 +3959,7 @@ }, { "cell_type": "markdown", - "id": "e512e5fc", + "id": "ccfd7e2f", "metadata": { "editable": true }, @@ -3968,7 +3970,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "37c8fa03", + "id": "1235f513", "metadata": { "collapsed": false, "editable": true @@ -4030,7 +4032,7 @@ }, { "cell_type": "markdown", - "id": "ad3ad58c", + "id": "b3a18e97", "metadata": { "editable": true }, @@ -4047,7 +4049,7 @@ }, { "cell_type": "markdown", - "id": "28067528", + "id": "8729afc1", "metadata": { "editable": true }, @@ -4070,7 +4072,7 @@ }, { "cell_type": "markdown", - "id": "e6cfe3af", + "id": "f58150c7", "metadata": { "editable": true }, @@ -4084,7 +4086,7 @@ }, { "cell_type": "markdown", - "id": "951e86a2", + "id": "75ad45df", "metadata": { "editable": true }, @@ -4103,7 +4105,7 @@ }, { "cell_type": "markdown", - "id": "2ca90d77", + "id": "3b3b0d41", "metadata": { "editable": true }, @@ -4113,7 +4115,7 @@ }, { "cell_type": "markdown", - "id": "8b5b3190", + "id": "d26237a0", "metadata": { "editable": true }, @@ -4125,7 +4127,7 @@ }, { "cell_type": "markdown", - "id": "226aefc5", + "id": "0e532817", "metadata": { "editable": true }, @@ -4139,7 +4141,7 @@ }, { "cell_type": "markdown", - "id": "9b0b918e", + "id": "5b3e80ac", "metadata": { "editable": true }, @@ -4151,7 +4153,7 @@ }, { "cell_type": "markdown", - "id": "9ebc57e7", + "id": "8d8ac84e", "metadata": { "editable": true }, @@ -4161,7 +4163,7 @@ }, { "cell_type": "markdown", - "id": "2ee606b2", + "id": "ee9de6aa", "metadata": { "editable": true }, @@ -4173,7 +4175,7 @@ }, { "cell_type": "markdown", - "id": "d1346d6f", + "id": "c6c0698c", "metadata": { "editable": true }, @@ -4190,7 +4192,7 @@ }, { "cell_type": "markdown", - "id": "0f84592a", + "id": "0cda837b", "metadata": { "editable": true }, @@ -4200,7 +4202,7 @@ }, { "cell_type": "markdown", - "id": "9e6adc85", + "id": "67ee0e1a", "metadata": { "editable": true }, @@ -4216,7 +4218,7 @@ }, { "cell_type": "markdown", - "id": "a36da227", + "id": "72ed78bc", "metadata": { "editable": true }, @@ -4226,7 +4228,7 @@ }, { "cell_type": "markdown", - "id": "ba06213d", + "id": "5f1eafeb", "metadata": { "editable": true }, @@ -4242,7 +4244,7 @@ }, { "cell_type": "markdown", - "id": "d4555302", + "id": "ee5759c9", "metadata": { "editable": true }, @@ -4252,7 +4254,7 @@ }, { "cell_type": "markdown", - "id": "d77841a3", + "id": "cf62d941", "metadata": { "editable": true }, @@ -4268,7 +4270,7 @@ }, { "cell_type": "markdown", - "id": "6c2de388", + "id": "90b95e12", "metadata": { "editable": true }, @@ -4278,7 +4280,7 @@ }, { "cell_type": "markdown", - "id": "c84e2844", + "id": "00feffb3", "metadata": { "editable": true }, @@ -4295,7 +4297,7 @@ }, { "cell_type": "markdown", - "id": "25d5f3c1", + "id": "445f80f3", "metadata": { "editable": true }, @@ -4307,7 +4309,7 @@ }, { "cell_type": "markdown", - "id": "760fd310", + "id": "35bc3f22", "metadata": { "editable": true }, @@ -4319,7 +4321,7 @@ }, { "cell_type": "markdown", - "id": "15727737", + "id": "9ed5722b", "metadata": { "editable": true }, @@ -4331,7 +4333,7 @@ }, { "cell_type": "markdown", - "id": "79e7dbe0", + "id": "1b3e4a39", "metadata": { "editable": true }, @@ -4341,7 +4343,7 @@ }, { "cell_type": "markdown", - "id": "692af84b", + "id": "473f552d", "metadata": { "editable": true }, @@ -4353,7 +4355,7 @@ }, { "cell_type": "markdown", - "id": "5ac06038", + "id": "9d71cb49", "metadata": { "editable": true }, @@ -4365,7 +4367,7 @@ }, { "cell_type": "markdown", - "id": "84f62090", + "id": "70274400", "metadata": { "editable": true }, @@ -4377,7 +4379,7 @@ }, { "cell_type": "markdown", - "id": "648a06c6", + "id": "1ad896e4", "metadata": { "editable": true }, @@ -4387,7 +4389,7 @@ }, { "cell_type": "markdown", - "id": "1b24ebdd", + "id": "d7278e5d", "metadata": { "editable": true }, @@ -4399,7 +4401,7 @@ }, { "cell_type": "markdown", - "id": "6afc1cfc", + "id": "980e810f", "metadata": { "editable": true }, @@ -4409,7 +4411,7 @@ }, { "cell_type": "markdown", - "id": "64a44273", + "id": "d2ce7d3e", "metadata": { "editable": true }, @@ -4421,7 +4423,7 @@ }, { "cell_type": "markdown", - "id": "7d144a7b", + "id": "e108b08f", "metadata": { "editable": true }, @@ -4437,7 +4439,7 @@ }, { "cell_type": "markdown", - "id": "caecf78e", + "id": "be3ebcdd", "metadata": { "editable": true }, @@ -4449,7 +4451,7 @@ }, { "cell_type": "markdown", - "id": "3c4da055", + "id": "76bbe5e4", "metadata": { "editable": true }, @@ -4461,7 +4463,7 @@ }, { "cell_type": "markdown", - "id": "2ebd2570", + "id": "0f9c4f1d", "metadata": { "editable": true }, @@ -4471,7 +4473,7 @@ }, { "cell_type": "markdown", - "id": "4514b69b", + "id": "ed8be893", "metadata": { "editable": true }, @@ -4483,7 +4485,7 @@ }, { "cell_type": "markdown", - "id": "a04ccada", + "id": "e6593d3e", "metadata": { "editable": true }, @@ -4494,7 +4496,7 @@ }, { "cell_type": "markdown", - "id": "3617e958", + "id": "e39b1638", "metadata": { "editable": true }, @@ -4506,7 +4508,7 @@ }, { "cell_type": "markdown", - "id": "f64f493d", + "id": "52e608c4", "metadata": { "editable": true }, @@ -4516,7 +4518,7 @@ }, { "cell_type": "markdown", - "id": "5c573d07", + "id": "01000a72", "metadata": { "editable": true }, @@ -4528,7 +4530,7 @@ }, { "cell_type": "markdown", - "id": "8e0bfb30", + "id": "46d6dcbd", "metadata": { "editable": true }, @@ -4538,7 +4540,7 @@ }, { "cell_type": "markdown", - "id": "257e5898", + "id": "a77c857c", "metadata": { "editable": true }, @@ -4550,7 +4552,7 @@ }, { "cell_type": "markdown", - "id": "0da56313", + "id": "4a481ffb", "metadata": { "editable": true }, @@ -4561,7 +4563,7 @@ }, { "cell_type": "markdown", - "id": "41a75db9", + "id": "c2f6f636", "metadata": { "editable": true }, @@ -4573,7 +4575,7 @@ }, { "cell_type": "markdown", - "id": "8a8e5a46", + "id": "87300bde", "metadata": { "editable": true }, @@ -4591,7 +4593,7 @@ }, { "cell_type": "markdown", - "id": "a04b47f0", + "id": "760df852", "metadata": { "editable": true }, @@ -4607,7 +4609,7 @@ }, { "cell_type": "markdown", - "id": "9ee545c7", + "id": "759e2d3f", "metadata": { "editable": true }, @@ -4619,7 +4621,7 @@ }, { "cell_type": "markdown", - "id": "3041bf77", + "id": "ecc4bb98", "metadata": { "editable": true }, @@ -4631,7 +4633,7 @@ }, { "cell_type": "markdown", - "id": "6bc1fe2b", + "id": "eaa3e310", "metadata": { "editable": true }, @@ -4643,7 +4645,7 @@ }, { "cell_type": "markdown", - "id": "ec42454f", + "id": "6b5d285c", "metadata": { "editable": true }, @@ -4656,7 +4658,7 @@ }, { "cell_type": "markdown", - "id": "f345db41", + "id": "99a33264", "metadata": { "editable": true }, @@ -4672,7 +4674,7 @@ }, { "cell_type": "markdown", - "id": "6cf11009", + "id": "26e27e0d", "metadata": { "editable": true }, @@ -4686,7 +4688,7 @@ }, { "cell_type": "markdown", - "id": "3db5aa40", + "id": "de551b76", "metadata": { "editable": true }, @@ -4696,7 +4698,7 @@ }, { "cell_type": "markdown", - "id": "9451dfe8", + "id": "67fb62a0", "metadata": { "editable": true }, @@ -4708,7 +4710,7 @@ }, { "cell_type": "markdown", - "id": "3ae09f87", + "id": "8c427d6f", "metadata": { "editable": true }, @@ -4718,7 +4720,7 @@ }, { "cell_type": "markdown", - "id": "8aa75f2a", + "id": "5df1e767", "metadata": { "editable": true }, @@ -4730,7 +4732,7 @@ }, { "cell_type": "markdown", - "id": "fdd40ea0", + "id": "c2317b94", "metadata": { "editable": true }, @@ -4740,7 +4742,7 @@ }, { "cell_type": "markdown", - "id": "290b3b15", + "id": "348c3d5d", "metadata": { "editable": true }, @@ -4754,7 +4756,7 @@ }, { "cell_type": "markdown", - "id": "aba736ee", + "id": "1437d4e5", "metadata": { "editable": true }, @@ -4771,7 +4773,7 @@ }, { "cell_type": "markdown", - "id": "e255a496", + "id": "1d3ab300", "metadata": { "editable": true }, @@ -4787,7 +4789,7 @@ }, { "cell_type": "markdown", - "id": "8f222047", + "id": "488b3cd3", "metadata": { "editable": true }, @@ -4799,7 +4801,7 @@ }, { "cell_type": "markdown", - "id": "e973349b", + "id": "d6f8e22e", "metadata": { "editable": true }, @@ -4812,7 +4814,7 @@ }, { "cell_type": "markdown", - "id": "569c1192", + "id": "1ec5c7e8", "metadata": { "editable": true }, @@ -4826,7 +4828,7 @@ }, { "cell_type": "markdown", - "id": "e4db32c5", + "id": "5baa06c2", "metadata": { "editable": true }, @@ -4836,7 +4838,7 @@ }, { "cell_type": "markdown", - "id": "b73e62b3", + "id": "494ba35f", "metadata": { "editable": true }, @@ -4849,7 +4851,7 @@ }, { "cell_type": "markdown", - "id": "f43a5426", + "id": "92ee4c27", "metadata": { "editable": true }, @@ -4868,7 +4870,7 @@ }, { "cell_type": "markdown", - "id": "5993fdc5", + "id": "a94fe01b", "metadata": { "editable": true }, @@ -4880,7 +4882,7 @@ }, { "cell_type": "markdown", - "id": "01c8a983", + "id": "5f91b71b", "metadata": { "editable": true }, @@ -4892,7 +4894,7 @@ }, { "cell_type": "markdown", - "id": "3143334e", + "id": "2deeff06", "metadata": { "editable": true }, @@ -4902,7 +4904,7 @@ }, { "cell_type": "markdown", - "id": "a6265082", + "id": "2ec6e49c", "metadata": { "editable": true }, @@ -4914,7 +4916,7 @@ }, { "cell_type": "markdown", - "id": "36d2d109", + "id": "6074047b", "metadata": { "editable": true }, @@ -4927,7 +4929,7 @@ }, { "cell_type": "markdown", - "id": "159a6a05", + "id": "583b9fcb", "metadata": { "editable": true }, @@ -4946,7 +4948,7 @@ }, { "cell_type": "markdown", - "id": "12ece341", + "id": "f4581410", "metadata": { "editable": true }, @@ -4956,7 +4958,7 @@ }, { "cell_type": "markdown", - "id": "25523959", + "id": "b9e52381", "metadata": { "editable": true }, @@ -4975,7 +4977,7 @@ }, { "cell_type": "markdown", - "id": "7ace3820", + "id": "4d1c2b42", "metadata": { "editable": true }, @@ -4993,7 +4995,7 @@ }, { "cell_type": "markdown", - "id": "92bb4f98", + "id": "c33936ea", "metadata": { "editable": true }, @@ -5007,7 +5009,7 @@ }, { "cell_type": "markdown", - "id": "b4493a0b", + "id": "a92db40c", "metadata": { "editable": true }, @@ -5022,7 +5024,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "efe3f0af", + "id": "1d484b1a", "metadata": { "collapsed": false, "editable": true @@ -5054,7 +5056,7 @@ }, { "cell_type": "markdown", - "id": "75a9ff2d", + "id": "f1efc5cc", "metadata": { "editable": true }, @@ -5071,7 +5073,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "28f8fc04", + "id": "55c5d883", "metadata": { "collapsed": false, "editable": true @@ -5114,7 +5116,7 @@ }, { "cell_type": "markdown", - "id": "7743598c", + "id": "3e3b510f", "metadata": { "editable": true }, @@ -5128,7 +5130,7 @@ }, { "cell_type": "markdown", - "id": "e0e68566", + "id": "b3a3e0ae", "metadata": { "editable": true }, @@ -5141,7 +5143,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "8b56c3be", + "id": "9a8a80ad", "metadata": { "collapsed": false, "editable": true @@ -5197,7 +5199,7 @@ }, { "cell_type": "markdown", - "id": "07945247", + "id": "fc0734ea", "metadata": { "editable": true }, @@ -5207,7 +5209,7 @@ }, { "cell_type": "markdown", - "id": "51a5cdf3", + "id": "9700888c", "metadata": { "editable": true }, @@ -5218,7 +5220,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "38f4cd88", + "id": "dab4252f", "metadata": { "collapsed": false, "editable": true @@ -5312,7 +5314,7 @@ }, { "cell_type": "markdown", - "id": "7df57f7b", + "id": "53c3ac53", "metadata": { "editable": true }, @@ -5329,7 +5331,7 @@ }, { "cell_type": "markdown", - "id": "31db2a95", + "id": "8ad7a502", "metadata": { "editable": true }, @@ -5341,7 +5343,7 @@ }, { "cell_type": "markdown", - "id": "85756676", + "id": "ddbefb6f", "metadata": { "editable": true }, @@ -5353,7 +5355,7 @@ }, { "cell_type": "markdown", - "id": "1150068f", + "id": "72b21cd9", "metadata": { "editable": true }, @@ -5363,7 +5365,7 @@ }, { "cell_type": "markdown", - "id": "f14eddf9", + "id": "6dfd8847", "metadata": { "editable": true }, @@ -5380,7 +5382,7 @@ }, { "cell_type": "markdown", - "id": "ebeff73f", + "id": "c10bb802", "metadata": { "editable": true }, @@ -5390,7 +5392,7 @@ }, { "cell_type": "markdown", - "id": "cf21c300", + "id": "071695ba", "metadata": { "editable": true }, @@ -5405,7 +5407,7 @@ }, { "cell_type": "markdown", - "id": "457cef97", + "id": "3135bc9f", "metadata": { "editable": true }, @@ -5415,7 +5417,7 @@ }, { "cell_type": "markdown", - "id": "56f17653", + "id": "559c3334", "metadata": { "editable": true }, @@ -5429,7 +5431,7 @@ }, { "cell_type": "markdown", - "id": "bf1d5747", + "id": "985ab47a", "metadata": { "editable": true }, @@ -5441,7 +5443,7 @@ }, { "cell_type": "markdown", - "id": "d0b7a8cc", + "id": "df9e9129", "metadata": { "editable": true }, @@ -5453,7 +5455,7 @@ }, { "cell_type": "markdown", - "id": "fee47f66", + "id": "5f021577", "metadata": { "editable": true }, @@ -5465,7 +5467,7 @@ }, { "cell_type": "markdown", - "id": "98cf8e30", + "id": "17411592", "metadata": { "editable": true }, @@ -5475,7 +5477,7 @@ }, { "cell_type": "markdown", - "id": "031ce173", + "id": "0220cad7", "metadata": { "editable": true }, @@ -5487,7 +5489,7 @@ }, { "cell_type": "markdown", - "id": "0402f670", + "id": "fe54b873", "metadata": { "editable": true }, @@ -5497,7 +5499,7 @@ }, { "cell_type": "markdown", - "id": "0d670cb5", + "id": "1ae147af", "metadata": { "editable": true }, @@ -5514,7 +5516,7 @@ }, { "cell_type": "markdown", - "id": "5069d542", + "id": "8a99bf63", "metadata": { "editable": true }, @@ -5524,7 +5526,7 @@ }, { "cell_type": "markdown", - "id": "0c696f04", + "id": "847e200e", "metadata": { "editable": true }, @@ -5536,7 +5538,7 @@ }, { "cell_type": "markdown", - "id": "0517191b", + "id": "f4550f05", "metadata": { "editable": true }, @@ -5546,7 +5548,7 @@ }, { "cell_type": "markdown", - "id": "79dcebd3", + "id": "374bbe1e", "metadata": { "editable": true }, @@ -5558,7 +5560,7 @@ }, { "cell_type": "markdown", - "id": "e89632a5", + "id": "cbd806ca", "metadata": { "editable": true }, @@ -5572,7 +5574,7 @@ }, { "cell_type": "markdown", - "id": "eaabec31", + "id": "f4ba0b4b", "metadata": { "editable": true }, @@ -5584,7 +5586,7 @@ }, { "cell_type": "markdown", - "id": "d7408110", + "id": "28abe6ad", "metadata": { "editable": true }, @@ -5606,7 +5608,7 @@ }, { "cell_type": "markdown", - "id": "4cd10d3c", + "id": "3aeee40f", "metadata": { "editable": true }, @@ -5618,7 +5620,7 @@ }, { "cell_type": "markdown", - "id": "175bdafd", + "id": "07d259ef", "metadata": { "editable": true }, @@ -5633,7 +5635,7 @@ }, { "cell_type": "markdown", - "id": "75264d16", + "id": "5924f2d7", "metadata": { "editable": true }, @@ -5645,7 +5647,7 @@ }, { "cell_type": "markdown", - "id": "2131ceba", + "id": "c6b062c4", "metadata": { "editable": true }, @@ -5657,7 +5659,7 @@ }, { "cell_type": "markdown", - "id": "8de36a62", + "id": "7b4ec568", "metadata": { "editable": true }, @@ -5667,7 +5669,7 @@ }, { "cell_type": "markdown", - "id": "46bd640d", + "id": "80c8cc4e", "metadata": { "editable": true }, @@ -5679,7 +5681,7 @@ }, { "cell_type": "markdown", - "id": "676896ee", + "id": "ab27d137", "metadata": { "editable": true }, @@ -5689,7 +5691,7 @@ }, { "cell_type": "markdown", - "id": "546e7ac1", + "id": "7c900297", "metadata": { "editable": true }, @@ -5701,7 +5703,7 @@ }, { "cell_type": "markdown", - "id": "0d832ff8", + "id": "f56e4736", "metadata": { "editable": true }, @@ -5711,7 +5713,7 @@ }, { "cell_type": "markdown", - "id": "324ced82", + "id": "f4ee8fd2", "metadata": { "editable": true }, @@ -5723,7 +5725,7 @@ }, { "cell_type": "markdown", - "id": "2b6f83ad", + "id": "c753a5f9", "metadata": { "editable": true }, @@ -5740,7 +5742,7 @@ }, { "cell_type": "markdown", - "id": "06b9b073", + "id": "4769b420", "metadata": { "editable": true }, @@ -5753,7 +5755,7 @@ }, { "cell_type": "markdown", - "id": "0c49b295", + "id": "b02c0550", "metadata": { "editable": true }, @@ -5765,7 +5767,7 @@ }, { "cell_type": "markdown", - "id": "cd7bd0f8", + "id": "16ec4c24", "metadata": { "editable": true }, @@ -5775,7 +5777,7 @@ }, { "cell_type": "markdown", - "id": "b378b12f", + "id": "201d905c", "metadata": { "editable": true }, @@ -5788,7 +5790,7 @@ }, { "cell_type": "markdown", - "id": "1c67c0df", + "id": "6f63bcc7", "metadata": { "editable": true }, @@ -5798,7 +5800,7 @@ }, { "cell_type": "markdown", - "id": "a3c17bac", + "id": "0e39045a", "metadata": { "editable": true }, @@ -5810,7 +5812,7 @@ }, { "cell_type": "markdown", - "id": "7729be1e", + "id": "28779e57", "metadata": { "editable": true }, @@ -5823,7 +5825,7 @@ }, { "cell_type": "markdown", - "id": "45a6a073", + "id": "d7d76fd0", "metadata": { "editable": true }, @@ -5836,7 +5838,7 @@ }, { "cell_type": "markdown", - "id": "383bae8d", + "id": "a2113041", "metadata": { "editable": true }, @@ -5848,7 +5850,7 @@ }, { "cell_type": "markdown", - "id": "a1b1aaf3", + "id": "41d877da", "metadata": { "editable": true }, @@ -5860,7 +5862,7 @@ }, { "cell_type": "markdown", - "id": "7d8c37fc", + "id": "f7beeed5", "metadata": { "editable": true }, @@ -5870,7 +5872,7 @@ }, { "cell_type": "markdown", - "id": "ceeda413", + "id": "6dc01d3f", "metadata": { "editable": true }, @@ -5883,7 +5885,7 @@ }, { "cell_type": "markdown", - "id": "656442dd", + "id": "8fbaf3ed", "metadata": { "editable": true }, @@ -5895,7 +5897,7 @@ }, { "cell_type": "markdown", - "id": "4d499055", + "id": "200e98c8", "metadata": { "editable": true }, @@ -5907,7 +5909,7 @@ }, { "cell_type": "markdown", - "id": "aaf5022c", + "id": "7ac27cfd", "metadata": { "editable": true }, @@ -5919,7 +5921,7 @@ }, { "cell_type": "markdown", - "id": "e90d75ca", + "id": "bf696c60", "metadata": { "editable": true }, @@ -5931,7 +5933,7 @@ }, { "cell_type": "markdown", - "id": "045749a2", + "id": "1d4bcd70", "metadata": { "editable": true }, @@ -5945,7 +5947,7 @@ }, { "cell_type": "markdown", - "id": "e156443c", + "id": "516462d4", "metadata": { "editable": true }, @@ -5957,7 +5959,7 @@ }, { "cell_type": "markdown", - "id": "c573690a", + "id": "9ce7b51b", "metadata": { "editable": true }, @@ -5967,7 +5969,7 @@ }, { "cell_type": "markdown", - "id": "fc05048f", + "id": "b0cec572", "metadata": { "editable": true }, @@ -5979,7 +5981,7 @@ }, { "cell_type": "markdown", - "id": "eb522023", + "id": "67b0fa4b", "metadata": { "editable": true }, @@ -5991,7 +5993,7 @@ }, { "cell_type": "markdown", - "id": "bbbd9f61", + "id": "ee32bb17", "metadata": { "editable": true }, @@ -6003,7 +6005,7 @@ }, { "cell_type": "markdown", - "id": "ed3ba8af", + "id": "78f724ed", "metadata": { "editable": true }, @@ -6015,7 +6017,7 @@ }, { "cell_type": "markdown", - "id": "6cc20515", + "id": "8cb8bdac", "metadata": { "editable": true }, @@ -6027,7 +6029,7 @@ }, { "cell_type": "markdown", - "id": "1d404bb0", + "id": "89e76a8c", "metadata": { "editable": true }, @@ -6046,7 +6048,7 @@ }, { "cell_type": "markdown", - "id": "cdf2604c", + "id": "109178a9", "metadata": { "editable": true }, @@ -6058,7 +6060,7 @@ }, { "cell_type": "markdown", - "id": "baae491b", + "id": "5533200d", "metadata": { "editable": true }, @@ -6068,7 +6070,7 @@ }, { "cell_type": "markdown", - "id": "e5eb23cb", + "id": "c9af410a", "metadata": { "editable": true }, @@ -6080,7 +6082,7 @@ }, { "cell_type": "markdown", - "id": "7358d855", + "id": "f14775b0", "metadata": { "editable": true }, @@ -6090,7 +6092,7 @@ }, { "cell_type": "markdown", - "id": "9373ba9a", + "id": "7712331b", "metadata": { "editable": true }, @@ -6102,7 +6104,7 @@ }, { "cell_type": "markdown", - "id": "52d4c6fc", + "id": "81c01b03", "metadata": { "editable": true }, @@ -6114,7 +6116,7 @@ }, { "cell_type": "markdown", - "id": "49ab8959", + "id": "f2b34266", "metadata": { "editable": true }, @@ -6130,7 +6132,7 @@ }, { "cell_type": "markdown", - "id": "e14127d1", + "id": "2e0b093d", "metadata": { "editable": true }, @@ -6142,7 +6144,7 @@ }, { "cell_type": "markdown", - "id": "2a8e0214", + "id": "8f16e085", "metadata": { "editable": true }, @@ -6154,7 +6156,7 @@ }, { "cell_type": "markdown", - "id": "f93af579", + "id": "5ad5bae5", "metadata": { "editable": true }, @@ -6164,7 +6166,7 @@ }, { "cell_type": "markdown", - "id": "a9ad1c0a", + "id": "763aafea", "metadata": { "editable": true }, @@ -6176,7 +6178,7 @@ }, { "cell_type": "markdown", - "id": "fdfaa9e2", + "id": "7344b28f", "metadata": { "editable": true }, @@ -6186,7 +6188,7 @@ }, { "cell_type": "markdown", - "id": "fc730aaf", + "id": "bd0aa93e", "metadata": { "editable": true }, @@ -6198,7 +6200,7 @@ }, { "cell_type": "markdown", - "id": "b5b93bb8", + "id": "58b92564", "metadata": { "editable": true }, @@ -6215,7 +6217,7 @@ }, { "cell_type": "markdown", - "id": "c9404310", + "id": "9c8672be", "metadata": { "editable": true }, @@ -6227,7 +6229,7 @@ }, { "cell_type": "markdown", - "id": "aaf3962a", + "id": "11590d10", "metadata": { "editable": true }, @@ -6239,7 +6241,7 @@ }, { "cell_type": "markdown", - "id": "34e1c59a", + "id": "4c46b518", "metadata": { "editable": true }, @@ -6249,7 +6251,7 @@ }, { "cell_type": "markdown", - "id": "d073b85b", + "id": "b0da6a21", "metadata": { "editable": true }, @@ -6261,7 +6263,7 @@ }, { "cell_type": "markdown", - "id": "af6d4ca2", + "id": "9b34e073", "metadata": { "editable": true }, @@ -6271,7 +6273,7 @@ }, { "cell_type": "markdown", - "id": "371ce85c", + "id": "029f1aa5", "metadata": { "editable": true }, @@ -6283,7 +6285,7 @@ }, { "cell_type": "markdown", - "id": "dc48969c", + "id": "49079af3", "metadata": { "editable": true }, @@ -6293,7 +6295,7 @@ }, { "cell_type": "markdown", - "id": "e65f850f", + "id": "735e9f4c", "metadata": { "editable": true }, @@ -6305,7 +6307,7 @@ }, { "cell_type": "markdown", - "id": "d4c943d8", + "id": "fccfd6ca", "metadata": { "editable": true }, @@ -6315,7 +6317,7 @@ }, { "cell_type": "markdown", - "id": "d89c0b51", + "id": "2aa75180", "metadata": { "editable": true }, @@ -6327,7 +6329,7 @@ }, { "cell_type": "markdown", - "id": "decb5e89", + "id": "bad889e8", "metadata": { "editable": true }, diff --git a/doc/LectureNotes/_build/jupyter_execute/week35.py b/doc/LectureNotes/_build/jupyter_execute/week35.py index c52dff839..4596c0021 100644 --- a/doc/LectureNotes/_build/jupyter_execute/week35.py +++ b/doc/LectureNotes/_build/jupyter_execute/week35.py @@ -28,11 +28,13 @@ # # 1. These lecture notes # -# 2. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background) +# 2. [Video of lecture](https://youtu.be/VKakN-e4aUA) # -# 3. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4. +# 3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background) # -# 4. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week. +# 4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4. +# +# 5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week. # ## For exercise sessions: Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week # diff --git a/doc/LectureNotes/week35.ipynb b/doc/LectureNotes/week35.ipynb index 3396b3f76..d2fd55c69 100644 --- a/doc/LectureNotes/week35.ipynb +++ b/doc/LectureNotes/week35.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "0cc8798d", + "id": "7d46aac3", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "da5efe21", + "id": "c2e822c3", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "8a9facf6", + "id": "8fe173b0", "metadata": { "editable": true }, @@ -49,7 +49,7 @@ }, { "cell_type": "markdown", - "id": "0fe93a22", + "id": "3d8f7c5e", "metadata": { "editable": true }, @@ -58,16 +58,18 @@ "\n", "1. These lecture notes\n", "\n", - "2. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", + "2. [Video of lecture](https://youtu.be/VKakN-e4aUA)\n", "\n", - "3. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", "\n", - "4. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." + "4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "\n", + "5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." ] }, { "cell_type": "markdown", - "id": "88c554b6", + "id": "136f0fb9", "metadata": { "editable": true }, @@ -101,7 +103,7 @@ }, { "cell_type": "markdown", - "id": "cac03766", + "id": "81e34904", "metadata": { "editable": true }, @@ -117,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "9ff9b1d8", + "id": "9eb8c3c0", "metadata": { "editable": true }, @@ -129,7 +131,7 @@ }, { "cell_type": "markdown", - "id": "65e2020b", + "id": "b57a761c", "metadata": { "editable": true }, @@ -139,7 +141,7 @@ }, { "cell_type": "markdown", - "id": "2c1af26e", + "id": "a1938870", "metadata": { "editable": true }, @@ -151,7 +153,7 @@ }, { "cell_type": "markdown", - "id": "f324d64b", + "id": "f4dfd5db", "metadata": { "editable": true }, @@ -172,7 +174,7 @@ }, { "cell_type": "markdown", - "id": "125dcb74", + "id": "eb46d019", "metadata": { "editable": true }, @@ -184,7 +186,7 @@ }, { "cell_type": "markdown", - "id": "5c9da59d", + "id": "97bb0d9d", "metadata": { "editable": true }, @@ -197,7 +199,7 @@ }, { "cell_type": "markdown", - "id": "a5afa34c", + "id": "70a33137", "metadata": { "editable": true }, @@ -209,7 +211,7 @@ }, { "cell_type": "markdown", - "id": "2022e4f2", + "id": "bc9a57c9", "metadata": { "editable": true }, @@ -221,7 +223,7 @@ }, { "cell_type": "markdown", - "id": "eda7900c", + "id": "fd395098", "metadata": { "editable": true }, @@ -231,7 +233,7 @@ }, { "cell_type": "markdown", - "id": "d3a51876", + "id": "c6c37190", "metadata": { "editable": true }, @@ -243,7 +245,7 @@ }, { "cell_type": "markdown", - "id": "b2e04c71", + "id": "3754a599", "metadata": { "editable": true }, @@ -256,7 +258,7 @@ }, { "cell_type": "markdown", - "id": "0e554907", + "id": "eb1e5c6a", "metadata": { "editable": true }, @@ -268,7 +270,7 @@ }, { "cell_type": "markdown", - "id": "41558215", + "id": "c5bab63d", "metadata": { "editable": true }, @@ -278,7 +280,7 @@ }, { "cell_type": "markdown", - "id": "4345873f", + "id": "469d828a", "metadata": { "editable": true }, @@ -290,7 +292,7 @@ }, { "cell_type": "markdown", - "id": "12d50cdd", + "id": "99cb3e0c", "metadata": { "editable": true }, @@ -302,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "54045737", + "id": "a313d648", "metadata": { "editable": true }, @@ -313,7 +315,7 @@ }, { "cell_type": "markdown", - "id": "7c53c69e", + "id": "45638946", "metadata": { "editable": true }, @@ -325,7 +327,7 @@ }, { "cell_type": "markdown", - "id": "6d3e0fad", + "id": "b8130f9c", "metadata": { "editable": true }, @@ -344,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "1818740e", + "id": "c2a5f5ad", "metadata": { "editable": true }, @@ -357,7 +359,7 @@ }, { "cell_type": "markdown", - "id": "5d5a8b34", + "id": "7385a922", "metadata": { "editable": true }, @@ -367,7 +369,7 @@ }, { "cell_type": "markdown", - "id": "c9675043", + "id": "c3413e2f", "metadata": { "editable": true }, @@ -379,7 +381,7 @@ }, { "cell_type": "markdown", - "id": "f0a1bb02", + "id": "3349093c", "metadata": { "editable": true }, @@ -389,7 +391,7 @@ }, { "cell_type": "markdown", - "id": "33b1e69b", + "id": "1a33ba2e", "metadata": { "editable": true }, @@ -401,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "5d862732", + "id": "1a6045f4", "metadata": { "editable": true }, @@ -411,7 +413,7 @@ }, { "cell_type": "markdown", - "id": "0d923d08", + "id": "7b311171", "metadata": { "editable": true }, @@ -423,7 +425,7 @@ }, { "cell_type": "markdown", - "id": "f5f5d0d8", + "id": "558d3b32", "metadata": { "editable": true }, @@ -434,7 +436,7 @@ }, { "cell_type": "markdown", - "id": "63ce888f", + "id": "deffceee", "metadata": { "editable": true }, @@ -446,7 +448,7 @@ }, { "cell_type": "markdown", - "id": "ac657932", + "id": "fffc54ec", "metadata": { "editable": true }, @@ -456,7 +458,7 @@ }, { "cell_type": "markdown", - "id": "acf875f2", + "id": "6f492262", "metadata": { "editable": true }, @@ -468,7 +470,7 @@ }, { "cell_type": "markdown", - "id": "cb877b14", + "id": "8d378b38", "metadata": { "editable": true }, @@ -478,7 +480,7 @@ }, { "cell_type": "markdown", - "id": "e8a4ea75", + "id": "539d62f8", "metadata": { "editable": true }, @@ -490,7 +492,7 @@ }, { "cell_type": "markdown", - "id": "c335f569", + "id": "238a8e6d", "metadata": { "editable": true }, @@ -510,7 +512,7 @@ }, { "cell_type": "markdown", - "id": "a05d5f2e", + "id": "29e68d43", "metadata": { "editable": true }, @@ -537,7 +539,7 @@ }, { "cell_type": "markdown", - "id": "ef316a3d", + "id": "2b2ff1ac", "metadata": { "editable": true }, @@ -549,7 +551,7 @@ }, { "cell_type": "markdown", - "id": "a1a9f56e", + "id": "296d789f", "metadata": { "editable": true }, @@ -561,7 +563,7 @@ }, { "cell_type": "markdown", - "id": "56b2181f", + "id": "77190213", "metadata": { "editable": true }, @@ -577,7 +579,7 @@ }, { "cell_type": "markdown", - "id": "0089ad66", + "id": "c908c476", "metadata": { "editable": true }, @@ -595,7 +597,7 @@ }, { "cell_type": "markdown", - "id": "50288504", + "id": "d6df5bf4", "metadata": { "editable": true }, @@ -607,7 +609,7 @@ }, { "cell_type": "markdown", - "id": "74f24d00", + "id": "825ed674", "metadata": { "editable": true }, @@ -619,7 +621,7 @@ }, { "cell_type": "markdown", - "id": "2b45a174", + "id": "ba708b07", "metadata": { "editable": true }, @@ -630,7 +632,7 @@ }, { "cell_type": "markdown", - "id": "f4a369c7", + "id": "e7515806", "metadata": { "editable": true }, @@ -642,7 +644,7 @@ }, { "cell_type": "markdown", - "id": "2e455193", + "id": "ec27da02", "metadata": { "editable": true }, @@ -652,7 +654,7 @@ }, { "cell_type": "markdown", - "id": "b2933c3d", + "id": "0e568f9b", "metadata": { "editable": true }, @@ -664,7 +666,7 @@ }, { "cell_type": "markdown", - "id": "0b10ad24", + "id": "50b3c398", "metadata": { "editable": true }, @@ -678,7 +680,7 @@ }, { "cell_type": "markdown", - "id": "7472889a", + "id": "f67a6838", "metadata": { "editable": true }, @@ -690,7 +692,7 @@ }, { "cell_type": "markdown", - "id": "419fc6a1", + "id": "27095386", "metadata": { "editable": true }, @@ -702,7 +704,7 @@ }, { "cell_type": "markdown", - "id": "48267c0e", + "id": "97e6e136", "metadata": { "editable": true }, @@ -714,7 +716,7 @@ }, { "cell_type": "markdown", - "id": "026ff83a", + "id": "2f2cb2f1", "metadata": { "editable": true }, @@ -724,7 +726,7 @@ }, { "cell_type": "markdown", - "id": "8de2adcf", + "id": "19160cb4", "metadata": { "editable": true }, @@ -736,7 +738,7 @@ }, { "cell_type": "markdown", - "id": "cae41745", + "id": "50ff8918", "metadata": { "editable": true }, @@ -748,7 +750,7 @@ }, { "cell_type": "markdown", - "id": "aefb1de0", + "id": "615fbba5", "metadata": { "editable": true }, @@ -760,7 +762,7 @@ }, { "cell_type": "markdown", - "id": "7c48017e", + "id": "4116f7dd", "metadata": { "editable": true }, @@ -774,7 +776,7 @@ }, { "cell_type": "markdown", - "id": "cd9531e1", + "id": "2ee0f30c", "metadata": { "editable": true }, @@ -786,7 +788,7 @@ }, { "cell_type": "markdown", - "id": "2a51643c", + "id": "bd14b926", "metadata": { "editable": true }, @@ -798,7 +800,7 @@ }, { "cell_type": "markdown", - "id": "5797072d", + "id": "5b7c9517", "metadata": { "editable": true }, @@ -810,7 +812,7 @@ }, { "cell_type": "markdown", - "id": "49f48019", + "id": "2a8bb990", "metadata": { "editable": true }, @@ -820,7 +822,7 @@ }, { "cell_type": "markdown", - "id": "e32fded3", + "id": "5e4cee2a", "metadata": { "editable": true }, @@ -832,7 +834,7 @@ }, { "cell_type": "markdown", - "id": "06a95180", + "id": "32358c8c", "metadata": { "editable": true }, @@ -842,7 +844,7 @@ }, { "cell_type": "markdown", - "id": "7486bc1a", + "id": "582e5dd2", "metadata": { "editable": true }, @@ -854,7 +856,7 @@ }, { "cell_type": "markdown", - "id": "ceccd894", + "id": "09021946", "metadata": { "editable": true }, @@ -864,7 +866,7 @@ }, { "cell_type": "markdown", - "id": "623da8cd", + "id": "1996c675", "metadata": { "editable": true }, @@ -876,7 +878,7 @@ }, { "cell_type": "markdown", - "id": "95f0b356", + "id": "21a8f52b", "metadata": { "editable": true }, @@ -888,7 +890,7 @@ }, { "cell_type": "markdown", - "id": "6f17b240", + "id": "750c017f", "metadata": { "editable": true }, @@ -900,7 +902,7 @@ }, { "cell_type": "markdown", - "id": "468c5563", + "id": "ad136af2", "metadata": { "editable": true }, @@ -915,7 +917,7 @@ }, { "cell_type": "markdown", - "id": "8936d5d5", + "id": "afac1035", "metadata": { "editable": true }, @@ -927,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "22b0f678", + "id": "2b7bf070", "metadata": { "editable": true }, @@ -937,7 +939,7 @@ }, { "cell_type": "markdown", - "id": "d266b672", + "id": "2670dafb", "metadata": { "editable": true }, @@ -949,7 +951,7 @@ }, { "cell_type": "markdown", - "id": "35b94dd8", + "id": "63337734", "metadata": { "editable": true }, @@ -959,7 +961,7 @@ }, { "cell_type": "markdown", - "id": "a2a5a371", + "id": "bda0b6b2", "metadata": { "editable": true }, @@ -971,7 +973,7 @@ }, { "cell_type": "markdown", - "id": "d3524468", + "id": "db44d551", "metadata": { "editable": true }, @@ -981,7 +983,7 @@ }, { "cell_type": "markdown", - "id": "981b36ff", + "id": "a389e623", "metadata": { "editable": true }, @@ -993,7 +995,7 @@ }, { "cell_type": "markdown", - "id": "0cd35260", + "id": "a8e046db", "metadata": { "editable": true }, @@ -1005,7 +1007,7 @@ }, { "cell_type": "markdown", - "id": "91f31dc4", + "id": "074cc965", "metadata": { "editable": true }, @@ -1017,7 +1019,7 @@ }, { "cell_type": "markdown", - "id": "c74b64cc", + "id": "fca52100", "metadata": { "editable": true }, @@ -1027,7 +1029,7 @@ }, { "cell_type": "markdown", - "id": "18ba38ad", + "id": "9c56f854", "metadata": { "editable": true }, @@ -1039,7 +1041,7 @@ }, { "cell_type": "markdown", - "id": "8fb70fd5", + "id": "7a556df3", "metadata": { "editable": true }, @@ -1052,7 +1054,7 @@ }, { "cell_type": "markdown", - "id": "3a477676", + "id": "67239adf", "metadata": { "editable": true }, @@ -1064,7 +1066,7 @@ }, { "cell_type": "markdown", - "id": "ac7efc29", + "id": "a10c57f5", "metadata": { "editable": true }, @@ -1074,7 +1076,7 @@ }, { "cell_type": "markdown", - "id": "ce15e114", + "id": "a7c13076", "metadata": { "editable": true }, @@ -1086,7 +1088,7 @@ }, { "cell_type": "markdown", - "id": "4795c8b7", + "id": "db2e932a", "metadata": { "editable": true }, @@ -1096,7 +1098,7 @@ }, { "cell_type": "markdown", - "id": "d559e832", + "id": "b001a262", "metadata": { "editable": true }, @@ -1108,7 +1110,7 @@ }, { "cell_type": "markdown", - "id": "e90bed1a", + "id": "c4ec2cb7", "metadata": { "editable": true }, @@ -1118,7 +1120,7 @@ }, { "cell_type": "markdown", - "id": "1618df78", + "id": "35bba0f9", "metadata": { "editable": true }, @@ -1130,7 +1132,7 @@ }, { "cell_type": "markdown", - "id": "802ebc53", + "id": "39d2d221", "metadata": { "editable": true }, @@ -1140,7 +1142,7 @@ }, { "cell_type": "markdown", - "id": "6b3555fc", + "id": "0a18b7bb", "metadata": { "editable": true }, @@ -1152,7 +1154,7 @@ }, { "cell_type": "markdown", - "id": "ec8eed07", + "id": "d22d6836", "metadata": { "editable": true }, @@ -1162,7 +1164,7 @@ }, { "cell_type": "markdown", - "id": "97ae5724", + "id": "567161ac", "metadata": { "editable": true }, @@ -1174,7 +1176,7 @@ }, { "cell_type": "markdown", - "id": "66a2c1fa", + "id": "28e3d37b", "metadata": { "editable": true }, @@ -1186,7 +1188,7 @@ }, { "cell_type": "markdown", - "id": "5b6a6eec", + "id": "e42fd086", "metadata": { "editable": true }, @@ -1198,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "c1d5dd81", + "id": "8fc99a0c", "metadata": { "editable": true }, @@ -1210,7 +1212,7 @@ }, { "cell_type": "markdown", - "id": "a78762eb", + "id": "86d74fd9", "metadata": { "editable": true }, @@ -1222,7 +1224,7 @@ }, { "cell_type": "markdown", - "id": "64f698c7", + "id": "554b9a43", "metadata": { "editable": true }, @@ -1238,7 +1240,7 @@ }, { "cell_type": "markdown", - "id": "d1ae0752", + "id": "d1affa7d", "metadata": { "editable": true }, @@ -1250,7 +1252,7 @@ }, { "cell_type": "markdown", - "id": "49da5a44", + "id": "cf2e3528", "metadata": { "editable": true }, @@ -1260,7 +1262,7 @@ }, { "cell_type": "markdown", - "id": "18ad73ea", + "id": "9bfab245", "metadata": { "editable": true }, @@ -1272,7 +1274,7 @@ }, { "cell_type": "markdown", - "id": "ad87fa1c", + "id": "4e923312", "metadata": { "editable": true }, @@ -1290,7 +1292,7 @@ }, { "cell_type": "markdown", - "id": "ef1776e5", + "id": "ae25f416", "metadata": { "editable": true }, @@ -1302,7 +1304,7 @@ }, { "cell_type": "markdown", - "id": "2276a02e", + "id": "d616c204", "metadata": { "editable": true }, @@ -1314,7 +1316,7 @@ }, { "cell_type": "markdown", - "id": "5c723798", + "id": "c767f7d8", "metadata": { "editable": true }, @@ -1324,7 +1326,7 @@ }, { "cell_type": "markdown", - "id": "219ee33e", + "id": "5e10686f", "metadata": { "editable": true }, @@ -1336,7 +1338,7 @@ }, { "cell_type": "markdown", - "id": "f5d32391", + "id": "0d8fd143", "metadata": { "editable": true }, @@ -1346,7 +1348,7 @@ }, { "cell_type": "markdown", - "id": "78f026b8", + "id": "bf85a0ca", "metadata": { "editable": true }, @@ -1358,7 +1360,7 @@ }, { "cell_type": "markdown", - "id": "f6d525fc", + "id": "f8625113", "metadata": { "editable": true }, @@ -1368,7 +1370,7 @@ }, { "cell_type": "markdown", - "id": "a6a0c647", + "id": "ca3f31df", "metadata": { "editable": true }, @@ -1382,7 +1384,7 @@ }, { "cell_type": "markdown", - "id": "3f4b93d1", + "id": "32f2e67e", "metadata": { "editable": true }, @@ -1394,7 +1396,7 @@ }, { "cell_type": "markdown", - "id": "7672566e", + "id": "c0571367", "metadata": { "editable": true }, @@ -1405,7 +1407,7 @@ }, { "cell_type": "markdown", - "id": "e5c25220", + "id": "6199aacb", "metadata": { "editable": true }, @@ -1418,7 +1420,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "e7d45233", + "id": "e17aecdf", "metadata": { "collapsed": false, "editable": true @@ -1445,7 +1447,7 @@ }, { "cell_type": "markdown", - "id": "162f5865", + "id": "295f958b", "metadata": { "editable": true }, @@ -1456,7 +1458,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "acca1a4f", + "id": "da33d84b", "metadata": { "collapsed": false, "editable": true @@ -1469,7 +1471,7 @@ }, { "cell_type": "markdown", - "id": "7aff8680", + "id": "f8656ecc", "metadata": { "editable": true }, @@ -1483,7 +1485,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "e0ff1b8d", + "id": "10bb7d14", "metadata": { "collapsed": false, "editable": true @@ -1496,7 +1498,7 @@ }, { "cell_type": "markdown", - "id": "7c49f3ee", + "id": "43fef194", "metadata": { "editable": true }, @@ -1507,7 +1509,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "4becb815", + "id": "c7b2d7e8", "metadata": { "collapsed": false, "editable": true @@ -1519,7 +1521,7 @@ }, { "cell_type": "markdown", - "id": "947e6f7f", + "id": "3704aaf9", "metadata": { "editable": true }, @@ -1530,7 +1532,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "46f42ebe", + "id": "0942d279", "metadata": { "collapsed": false, "editable": true @@ -1546,7 +1548,7 @@ }, { "cell_type": "markdown", - "id": "d2a9c315", + "id": "a8d0b4f2", "metadata": { "editable": true }, @@ -1557,7 +1559,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "8d9335a7", + "id": "6d95666b", "metadata": { "collapsed": false, "editable": true @@ -1571,7 +1573,7 @@ }, { "cell_type": "markdown", - "id": "b41bc75a", + "id": "77262b73", "metadata": { "editable": true }, @@ -1592,7 +1594,7 @@ }, { "cell_type": "markdown", - "id": "1610fc91", + "id": "07ecffe3", "metadata": { "editable": true }, @@ -1603,7 +1605,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "de979cb1", + "id": "6bb953ea", "metadata": { "collapsed": false, "editable": true @@ -1656,7 +1658,7 @@ }, { "cell_type": "markdown", - "id": "151097cb", + "id": "b6523939", "metadata": { "editable": true }, @@ -1667,7 +1669,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "46da3a8b", + "id": "33d42837", "metadata": { "collapsed": false, "editable": true @@ -1692,7 +1694,7 @@ }, { "cell_type": "markdown", - "id": "57ec4d97", + "id": "2ff685c2", "metadata": { "editable": true }, @@ -1704,7 +1706,7 @@ }, { "cell_type": "markdown", - "id": "37b1776a", + "id": "4bdd8f8b", "metadata": { "editable": true }, @@ -1733,7 +1735,7 @@ }, { "cell_type": "markdown", - "id": "2bf72e3c", + "id": "b663d865", "metadata": { "editable": true }, @@ -1758,7 +1760,7 @@ }, { "cell_type": "markdown", - "id": "5770c01c", + "id": "a49bbab2", "metadata": { "editable": true }, @@ -1778,7 +1780,7 @@ }, { "cell_type": "markdown", - "id": "e79c6e90", + "id": "9d04ab36", "metadata": { "editable": true }, @@ -1805,7 +1807,7 @@ }, { "cell_type": "markdown", - "id": "fca748bc", + "id": "7694b847", "metadata": { "editable": true }, @@ -1818,7 +1820,7 @@ }, { "cell_type": "markdown", - "id": "dc2601a4", + "id": "f3bee616", "metadata": { "editable": true }, @@ -1830,7 +1832,7 @@ }, { "cell_type": "markdown", - "id": "794efa28", + "id": "2d8765c8", "metadata": { "editable": true }, @@ -1841,7 +1843,7 @@ }, { "cell_type": "markdown", - "id": "93a4d972", + "id": "372b1ac9", "metadata": { "editable": true }, @@ -1857,7 +1859,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "e82e106e", + "id": "91b59881", "metadata": { "collapsed": false, "editable": true @@ -1891,7 +1893,7 @@ }, { "cell_type": "markdown", - "id": "876b05b3", + "id": "752bdf5c", "metadata": { "editable": true }, @@ -1901,7 +1903,7 @@ }, { "cell_type": "markdown", - "id": "080d0802", + "id": "b448d7a7", "metadata": { "editable": true }, @@ -1916,7 +1918,7 @@ }, { "cell_type": "markdown", - "id": "8fbb2ec6", + "id": "c44bc2b9", "metadata": { "editable": true }, @@ -1928,7 +1930,7 @@ }, { "cell_type": "markdown", - "id": "66704782", + "id": "316b55f9", "metadata": { "editable": true }, @@ -1938,7 +1940,7 @@ }, { "cell_type": "markdown", - "id": "9a007cc5", + "id": "649ae921", "metadata": { "editable": true }, @@ -1954,7 +1956,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "9b0346bf", + "id": "7105b779", "metadata": { "collapsed": false, "editable": true @@ -1971,7 +1973,7 @@ }, { "cell_type": "markdown", - "id": "dd30ef81", + "id": "cc901b3e", "metadata": { "editable": true }, @@ -1984,7 +1986,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "218b6330", + "id": "a3f97306", "metadata": { "collapsed": false, "editable": true @@ -2031,7 +2033,7 @@ }, { "cell_type": "markdown", - "id": "5495725a", + "id": "92e55bd9", "metadata": { "editable": true }, @@ -2042,7 +2044,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "c57274c4", + "id": "eb0f9eeb", "metadata": { "collapsed": false, "editable": true @@ -2145,7 +2147,7 @@ }, { "cell_type": "markdown", - "id": "355b35ac", + "id": "7eef8cc6", "metadata": { "editable": true }, @@ -2173,7 +2175,7 @@ }, { "cell_type": "markdown", - "id": "d9d13ce2", + "id": "929f1ffa", "metadata": { "editable": true }, @@ -2208,7 +2210,7 @@ }, { "cell_type": "markdown", - "id": "64784f38", + "id": "1cf95ac7", "metadata": { "editable": true }, @@ -2223,7 +2225,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "fceb7694", + "id": "ccf5197e", "metadata": { "collapsed": false, "editable": true @@ -2248,7 +2250,7 @@ }, { "cell_type": "markdown", - "id": "da51f783", + "id": "4bc3b8e7", "metadata": { "editable": true }, @@ -2264,7 +2266,7 @@ }, { "cell_type": "markdown", - "id": "ef854ca6", + "id": "832c9186", "metadata": { "editable": true }, @@ -2276,7 +2278,7 @@ }, { "cell_type": "markdown", - "id": "c8e8835b", + "id": "33936009", "metadata": { "editable": true }, @@ -2291,7 +2293,7 @@ }, { "cell_type": "markdown", - "id": "fbc07229", + "id": "a33c046a", "metadata": { "editable": true }, @@ -2303,7 +2305,7 @@ }, { "cell_type": "markdown", - "id": "bb62df5d", + "id": "0b6ecee9", "metadata": { "editable": true }, @@ -2313,7 +2315,7 @@ }, { "cell_type": "markdown", - "id": "4c498ad0", + "id": "9cfd4f52", "metadata": { "editable": true }, @@ -2325,7 +2327,7 @@ }, { "cell_type": "markdown", - "id": "81441ba4", + "id": "b74f5c3e", "metadata": { "editable": true }, @@ -2335,7 +2337,7 @@ }, { "cell_type": "markdown", - "id": "124df548", + "id": "0ef4d3fc", "metadata": { "editable": true }, @@ -2347,7 +2349,7 @@ }, { "cell_type": "markdown", - "id": "e25785d1", + "id": "b70ff7f6", "metadata": { "editable": true }, @@ -2360,7 +2362,7 @@ }, { "cell_type": "markdown", - "id": "404839b9", + "id": "b89a5aa4", "metadata": { "editable": true }, @@ -2372,7 +2374,7 @@ }, { "cell_type": "markdown", - "id": "bb5bdd6b", + "id": "a750db78", "metadata": { "editable": true }, @@ -2382,7 +2384,7 @@ }, { "cell_type": "markdown", - "id": "5598d263", + "id": "a0749f95", "metadata": { "editable": true }, @@ -2394,7 +2396,7 @@ }, { "cell_type": "markdown", - "id": "9132652b", + "id": "9eb89703", "metadata": { "editable": true }, @@ -2404,7 +2406,7 @@ }, { "cell_type": "markdown", - "id": "1365b94c", + "id": "f8c543ef", "metadata": { "editable": true }, @@ -2416,7 +2418,7 @@ }, { "cell_type": "markdown", - "id": "cb7c8167", + "id": "6defd473", "metadata": { "editable": true }, @@ -2426,7 +2428,7 @@ }, { "cell_type": "markdown", - "id": "208ca30e", + "id": "6a1c04c5", "metadata": { "editable": true }, @@ -2438,7 +2440,7 @@ }, { "cell_type": "markdown", - "id": "10dfd4c3", + "id": "8325061d", "metadata": { "editable": true }, @@ -2448,7 +2450,7 @@ }, { "cell_type": "markdown", - "id": "bc5cfcbc", + "id": "c5f5636b", "metadata": { "editable": true }, @@ -2460,7 +2462,7 @@ }, { "cell_type": "markdown", - "id": "847f8203", + "id": "42431c7f", "metadata": { "editable": true }, @@ -2470,7 +2472,7 @@ }, { "cell_type": "markdown", - "id": "84930833", + "id": "c3217f5c", "metadata": { "editable": true }, @@ -2482,7 +2484,7 @@ }, { "cell_type": "markdown", - "id": "944775f6", + "id": "8c7d335a", "metadata": { "editable": true }, @@ -2492,7 +2494,7 @@ }, { "cell_type": "markdown", - "id": "c6426939", + "id": "14c5de11", "metadata": { "editable": true }, @@ -2504,7 +2506,7 @@ }, { "cell_type": "markdown", - "id": "d519e968", + "id": "1ac2af74", "metadata": { "editable": true }, @@ -2516,7 +2518,7 @@ }, { "cell_type": "markdown", - "id": "ae7739e1", + "id": "c2eabe21", "metadata": { "editable": true }, @@ -2528,7 +2530,7 @@ }, { "cell_type": "markdown", - "id": "5a8a1c79", + "id": "cc162020", "metadata": { "editable": true }, @@ -2541,7 +2543,7 @@ }, { "cell_type": "markdown", - "id": "04a21948", + "id": "f95d9da9", "metadata": { "editable": true }, @@ -2553,7 +2555,7 @@ }, { "cell_type": "markdown", - "id": "afd80915", + "id": "ae14a0ff", "metadata": { "editable": true }, @@ -2563,7 +2565,7 @@ }, { "cell_type": "markdown", - "id": "fef77435", + "id": "35be5948", "metadata": { "editable": true }, @@ -2577,7 +2579,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "b2c7b169", + "id": "0a445f6b", "metadata": { "collapsed": false, "editable": true @@ -2674,7 +2676,7 @@ }, { "cell_type": "markdown", - "id": "66203e4b", + "id": "6fa524da", "metadata": { "editable": true }, @@ -2695,7 +2697,7 @@ }, { "cell_type": "markdown", - "id": "d7dc5df9", + "id": "b0b24191", "metadata": { "editable": true }, @@ -2707,7 +2709,7 @@ }, { "cell_type": "markdown", - "id": "7395835f", + "id": "bc926eb0", "metadata": { "editable": true }, @@ -2717,7 +2719,7 @@ }, { "cell_type": "markdown", - "id": "60806928", + "id": "6800d55a", "metadata": { "editable": true }, @@ -2729,7 +2731,7 @@ }, { "cell_type": "markdown", - "id": "a909b712", + "id": "a5a2bc56", "metadata": { "editable": true }, @@ -2739,7 +2741,7 @@ }, { "cell_type": "markdown", - "id": "8d18e46c", + "id": "9f8bb782", "metadata": { "editable": true }, @@ -2751,7 +2753,7 @@ }, { "cell_type": "markdown", - "id": "854c1143", + "id": "eb61b96e", "metadata": { "editable": true }, @@ -2767,7 +2769,7 @@ }, { "cell_type": "markdown", - "id": "beb68768", + "id": "9964eb38", "metadata": { "editable": true }, @@ -2777,7 +2779,7 @@ }, { "cell_type": "markdown", - "id": "b347ddc4", + "id": "975477ec", "metadata": { "editable": true }, @@ -2791,7 +2793,7 @@ }, { "cell_type": "markdown", - "id": "83eedaee", + "id": "6fd95915", "metadata": { "editable": true }, @@ -2803,7 +2805,7 @@ }, { "cell_type": "markdown", - "id": "93141ede", + "id": "1d2d81af", "metadata": { "editable": true }, @@ -2815,7 +2817,7 @@ }, { "cell_type": "markdown", - "id": "b56e4aae", + "id": "52e80563", "metadata": { "editable": true }, @@ -2827,7 +2829,7 @@ }, { "cell_type": "markdown", - "id": "7b8786cd", + "id": "c2a49d24", "metadata": { "editable": true }, @@ -2837,7 +2839,7 @@ }, { "cell_type": "markdown", - "id": "9b1e144e", + "id": "456c2700", "metadata": { "editable": true }, @@ -2849,7 +2851,7 @@ }, { "cell_type": "markdown", - "id": "7bbcfcdd", + "id": "61ba0800", "metadata": { "editable": true }, @@ -2859,7 +2861,7 @@ }, { "cell_type": "markdown", - "id": "cc6b0e61", + "id": "b963fbee", "metadata": { "editable": true }, @@ -2871,7 +2873,7 @@ }, { "cell_type": "markdown", - "id": "9b4ca163", + "id": "9c186cff", "metadata": { "editable": true }, @@ -2882,7 +2884,7 @@ }, { "cell_type": "markdown", - "id": "134842c5", + "id": "c141b391", "metadata": { "editable": true }, @@ -2894,7 +2896,7 @@ }, { "cell_type": "markdown", - "id": "ff68a71b", + "id": "8ce09acd", "metadata": { "editable": true }, @@ -2906,7 +2908,7 @@ }, { "cell_type": "markdown", - "id": "603e1e26", + "id": "c4e720ca", "metadata": { "editable": true }, @@ -2916,7 +2918,7 @@ }, { "cell_type": "markdown", - "id": "2c27369f", + "id": "40e2df4f", "metadata": { "editable": true }, @@ -2928,7 +2930,7 @@ }, { "cell_type": "markdown", - "id": "7d1d5968", + "id": "cb3a2e9b", "metadata": { "editable": true }, @@ -2940,7 +2942,7 @@ }, { "cell_type": "markdown", - "id": "6bde342e", + "id": "9801c7a5", "metadata": { "editable": true }, @@ -2950,7 +2952,7 @@ }, { "cell_type": "markdown", - "id": "88f8d2a7", + "id": "7a838563", "metadata": { "editable": true }, @@ -2962,7 +2964,7 @@ }, { "cell_type": "markdown", - "id": "4e582593", + "id": "43a676b1", "metadata": { "editable": true }, @@ -2972,7 +2974,7 @@ }, { "cell_type": "markdown", - "id": "2dbafc0d", + "id": "d86c3cfc", "metadata": { "editable": true }, @@ -2984,7 +2986,7 @@ }, { "cell_type": "markdown", - "id": "501cccad", + "id": "44b599d7", "metadata": { "editable": true }, @@ -2994,7 +2996,7 @@ }, { "cell_type": "markdown", - "id": "2ec4ea5d", + "id": "4b664ca3", "metadata": { "editable": true }, @@ -3034,7 +3036,7 @@ }, { "cell_type": "markdown", - "id": "ec818e84", + "id": "bb18d8d8", "metadata": { "editable": true }, @@ -3051,7 +3053,7 @@ }, { "cell_type": "markdown", - "id": "e6dd47f1", + "id": "0f774654", "metadata": { "editable": true }, @@ -3074,7 +3076,7 @@ }, { "cell_type": "markdown", - "id": "678c67e0", + "id": "cdda011c", "metadata": { "editable": true }, @@ -3091,7 +3093,7 @@ }, { "cell_type": "markdown", - "id": "6f1f1e94", + "id": "465d9501", "metadata": { "editable": true }, @@ -3110,7 +3112,7 @@ }, { "cell_type": "markdown", - "id": "d50203f6", + "id": "398e83e6", "metadata": { "editable": true }, @@ -3121,7 +3123,7 @@ }, { "cell_type": "markdown", - "id": "a2788063", + "id": "53f21048", "metadata": { "editable": true }, @@ -3133,7 +3135,7 @@ }, { "cell_type": "markdown", - "id": "8a2a5037", + "id": "9465f056", "metadata": { "editable": true }, @@ -3151,7 +3153,7 @@ }, { "cell_type": "markdown", - "id": "452f4b73", + "id": "2f461adf", "metadata": { "editable": true }, @@ -3167,7 +3169,7 @@ }, { "cell_type": "markdown", - "id": "1036fded", + "id": "2609e0d7", "metadata": { "editable": true }, @@ -3179,7 +3181,7 @@ }, { "cell_type": "markdown", - "id": "a6eb3cb0", + "id": "83b56810", "metadata": { "editable": true }, @@ -3189,7 +3191,7 @@ }, { "cell_type": "markdown", - "id": "0afd42b2", + "id": "0dab59af", "metadata": { "editable": true }, @@ -3204,7 +3206,7 @@ }, { "cell_type": "markdown", - "id": "26450218", + "id": "86cb439d", "metadata": { "editable": true }, @@ -3216,7 +3218,7 @@ }, { "cell_type": "markdown", - "id": "802bc201", + "id": "6b5afd9e", "metadata": { "editable": true }, @@ -3226,7 +3228,7 @@ }, { "cell_type": "markdown", - "id": "bc02b2fa", + "id": "23c7ba81", "metadata": { "editable": true }, @@ -3238,7 +3240,7 @@ }, { "cell_type": "markdown", - "id": "185ab84c", + "id": "cc068a02", "metadata": { "editable": true }, @@ -3248,7 +3250,7 @@ }, { "cell_type": "markdown", - "id": "c746b885", + "id": "94448e3c", "metadata": { "editable": true }, @@ -3260,7 +3262,7 @@ }, { "cell_type": "markdown", - "id": "a294baf7", + "id": "b677f7cc", "metadata": { "editable": true }, @@ -3272,7 +3274,7 @@ }, { "cell_type": "markdown", - "id": "e5d4e9c3", + "id": "d9a2c5c1", "metadata": { "editable": true }, @@ -3287,7 +3289,7 @@ }, { "cell_type": "markdown", - "id": "e4f7ca41", + "id": "5cd87a33", "metadata": { "editable": true }, @@ -3298,7 +3300,7 @@ }, { "cell_type": "markdown", - "id": "d6a90cc4", + "id": "f64f24bc", "metadata": { "editable": true }, @@ -3318,7 +3320,7 @@ }, { "cell_type": "markdown", - "id": "e2727d07", + "id": "755c5b4c", "metadata": { "editable": true }, @@ -3330,7 +3332,7 @@ }, { "cell_type": "markdown", - "id": "684e116c", + "id": "c177ca43", "metadata": { "editable": true }, @@ -3340,7 +3342,7 @@ }, { "cell_type": "markdown", - "id": "8fc63779", + "id": "a19c8c23", "metadata": { "editable": true }, @@ -3352,7 +3354,7 @@ }, { "cell_type": "markdown", - "id": "eb1cb628", + "id": "893e2353", "metadata": { "editable": true }, @@ -3381,7 +3383,7 @@ }, { "cell_type": "markdown", - "id": "b2a5f625", + "id": "b86415ff", "metadata": { "editable": true }, @@ -3408,7 +3410,7 @@ }, { "cell_type": "markdown", - "id": "e512e5fc", + "id": "ccfd7e2f", "metadata": { "editable": true }, @@ -3419,7 +3421,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "37c8fa03", + "id": "1235f513", "metadata": { "collapsed": false, "editable": true @@ -3459,7 +3461,7 @@ }, { "cell_type": "markdown", - "id": "ad3ad58c", + "id": "b3a18e97", "metadata": { "editable": true }, @@ -3476,7 +3478,7 @@ }, { "cell_type": "markdown", - "id": "28067528", + "id": "8729afc1", "metadata": { "editable": true }, @@ -3499,7 +3501,7 @@ }, { "cell_type": "markdown", - "id": "e6cfe3af", + "id": "f58150c7", "metadata": { "editable": true }, @@ -3513,7 +3515,7 @@ }, { "cell_type": "markdown", - "id": "951e86a2", + "id": "75ad45df", "metadata": { "editable": true }, @@ -3532,7 +3534,7 @@ }, { "cell_type": "markdown", - "id": "2ca90d77", + "id": "3b3b0d41", "metadata": { "editable": true }, @@ -3542,7 +3544,7 @@ }, { "cell_type": "markdown", - "id": "8b5b3190", + "id": "d26237a0", "metadata": { "editable": true }, @@ -3554,7 +3556,7 @@ }, { "cell_type": "markdown", - "id": "226aefc5", + "id": "0e532817", "metadata": { "editable": true }, @@ -3568,7 +3570,7 @@ }, { "cell_type": "markdown", - "id": "9b0b918e", + "id": "5b3e80ac", "metadata": { "editable": true }, @@ -3580,7 +3582,7 @@ }, { "cell_type": "markdown", - "id": "9ebc57e7", + "id": "8d8ac84e", "metadata": { "editable": true }, @@ -3590,7 +3592,7 @@ }, { "cell_type": "markdown", - "id": "2ee606b2", + "id": "ee9de6aa", "metadata": { "editable": true }, @@ -3602,7 +3604,7 @@ }, { "cell_type": "markdown", - "id": "d1346d6f", + "id": "c6c0698c", "metadata": { "editable": true }, @@ -3619,7 +3621,7 @@ }, { "cell_type": "markdown", - "id": "0f84592a", + "id": "0cda837b", "metadata": { "editable": true }, @@ -3629,7 +3631,7 @@ }, { "cell_type": "markdown", - "id": "9e6adc85", + "id": "67ee0e1a", "metadata": { "editable": true }, @@ -3645,7 +3647,7 @@ }, { "cell_type": "markdown", - "id": "a36da227", + "id": "72ed78bc", "metadata": { "editable": true }, @@ -3655,7 +3657,7 @@ }, { "cell_type": "markdown", - "id": "ba06213d", + "id": "5f1eafeb", "metadata": { "editable": true }, @@ -3671,7 +3673,7 @@ }, { "cell_type": "markdown", - "id": "d4555302", + "id": "ee5759c9", "metadata": { "editable": true }, @@ -3681,7 +3683,7 @@ }, { "cell_type": "markdown", - "id": "d77841a3", + "id": "cf62d941", "metadata": { "editable": true }, @@ -3697,7 +3699,7 @@ }, { "cell_type": "markdown", - "id": "6c2de388", + "id": "90b95e12", "metadata": { "editable": true }, @@ -3707,7 +3709,7 @@ }, { "cell_type": "markdown", - "id": "c84e2844", + "id": "00feffb3", "metadata": { "editable": true }, @@ -3724,7 +3726,7 @@ }, { "cell_type": "markdown", - "id": "25d5f3c1", + "id": "445f80f3", "metadata": { "editable": true }, @@ -3736,7 +3738,7 @@ }, { "cell_type": "markdown", - "id": "760fd310", + "id": "35bc3f22", "metadata": { "editable": true }, @@ -3748,7 +3750,7 @@ }, { "cell_type": "markdown", - "id": "15727737", + "id": "9ed5722b", "metadata": { "editable": true }, @@ -3760,7 +3762,7 @@ }, { "cell_type": "markdown", - "id": "79e7dbe0", + "id": "1b3e4a39", "metadata": { "editable": true }, @@ -3770,7 +3772,7 @@ }, { "cell_type": "markdown", - "id": "692af84b", + "id": "473f552d", "metadata": { "editable": true }, @@ -3782,7 +3784,7 @@ }, { "cell_type": "markdown", - "id": "5ac06038", + "id": "9d71cb49", "metadata": { "editable": true }, @@ -3794,7 +3796,7 @@ }, { "cell_type": "markdown", - "id": "84f62090", + "id": "70274400", "metadata": { "editable": true }, @@ -3806,7 +3808,7 @@ }, { "cell_type": "markdown", - "id": "648a06c6", + "id": "1ad896e4", "metadata": { "editable": true }, @@ -3816,7 +3818,7 @@ }, { "cell_type": "markdown", - "id": "1b24ebdd", + "id": "d7278e5d", "metadata": { "editable": true }, @@ -3828,7 +3830,7 @@ }, { "cell_type": "markdown", - "id": "6afc1cfc", + "id": "980e810f", "metadata": { "editable": true }, @@ -3838,7 +3840,7 @@ }, { "cell_type": "markdown", - "id": "64a44273", + "id": "d2ce7d3e", "metadata": { "editable": true }, @@ -3850,7 +3852,7 @@ }, { "cell_type": "markdown", - "id": "7d144a7b", + "id": "e108b08f", "metadata": { "editable": true }, @@ -3866,7 +3868,7 @@ }, { "cell_type": "markdown", - "id": "caecf78e", + "id": "be3ebcdd", "metadata": { "editable": true }, @@ -3878,7 +3880,7 @@ }, { "cell_type": "markdown", - "id": "3c4da055", + "id": "76bbe5e4", "metadata": { "editable": true }, @@ -3890,7 +3892,7 @@ }, { "cell_type": "markdown", - "id": "2ebd2570", + "id": "0f9c4f1d", "metadata": { "editable": true }, @@ -3900,7 +3902,7 @@ }, { "cell_type": "markdown", - "id": "4514b69b", + "id": "ed8be893", "metadata": { "editable": true }, @@ -3912,7 +3914,7 @@ }, { "cell_type": "markdown", - "id": "a04ccada", + "id": "e6593d3e", "metadata": { "editable": true }, @@ -3923,7 +3925,7 @@ }, { "cell_type": "markdown", - "id": "3617e958", + "id": "e39b1638", "metadata": { "editable": true }, @@ -3935,7 +3937,7 @@ }, { "cell_type": "markdown", - "id": "f64f493d", + "id": "52e608c4", "metadata": { "editable": true }, @@ -3945,7 +3947,7 @@ }, { "cell_type": "markdown", - "id": "5c573d07", + "id": "01000a72", "metadata": { "editable": true }, @@ -3957,7 +3959,7 @@ }, { "cell_type": "markdown", - "id": "8e0bfb30", + "id": "46d6dcbd", "metadata": { "editable": true }, @@ -3967,7 +3969,7 @@ }, { "cell_type": "markdown", - "id": "257e5898", + "id": "a77c857c", "metadata": { "editable": true }, @@ -3979,7 +3981,7 @@ }, { "cell_type": "markdown", - "id": "0da56313", + "id": "4a481ffb", "metadata": { "editable": true }, @@ -3990,7 +3992,7 @@ }, { "cell_type": "markdown", - "id": "41a75db9", + "id": "c2f6f636", "metadata": { "editable": true }, @@ -4002,7 +4004,7 @@ }, { "cell_type": "markdown", - "id": "8a8e5a46", + "id": "87300bde", "metadata": { "editable": true }, @@ -4020,7 +4022,7 @@ }, { "cell_type": "markdown", - "id": "a04b47f0", + "id": "760df852", "metadata": { "editable": true }, @@ -4036,7 +4038,7 @@ }, { "cell_type": "markdown", - "id": "9ee545c7", + "id": "759e2d3f", "metadata": { "editable": true }, @@ -4048,7 +4050,7 @@ }, { "cell_type": "markdown", - "id": "3041bf77", + "id": "ecc4bb98", "metadata": { "editable": true }, @@ -4060,7 +4062,7 @@ }, { "cell_type": "markdown", - "id": "6bc1fe2b", + "id": "eaa3e310", "metadata": { "editable": true }, @@ -4072,7 +4074,7 @@ }, { "cell_type": "markdown", - "id": "ec42454f", + "id": "6b5d285c", "metadata": { "editable": true }, @@ -4085,7 +4087,7 @@ }, { "cell_type": "markdown", - "id": "f345db41", + "id": "99a33264", "metadata": { "editable": true }, @@ -4101,7 +4103,7 @@ }, { "cell_type": "markdown", - "id": "6cf11009", + "id": "26e27e0d", "metadata": { "editable": true }, @@ -4115,7 +4117,7 @@ }, { "cell_type": "markdown", - "id": "3db5aa40", + "id": "de551b76", "metadata": { "editable": true }, @@ -4125,7 +4127,7 @@ }, { "cell_type": "markdown", - "id": "9451dfe8", + "id": "67fb62a0", "metadata": { "editable": true }, @@ -4137,7 +4139,7 @@ }, { "cell_type": "markdown", - "id": "3ae09f87", + "id": "8c427d6f", "metadata": { "editable": true }, @@ -4147,7 +4149,7 @@ }, { "cell_type": "markdown", - "id": "8aa75f2a", + "id": "5df1e767", "metadata": { "editable": true }, @@ -4159,7 +4161,7 @@ }, { "cell_type": "markdown", - "id": "fdd40ea0", + "id": "c2317b94", "metadata": { "editable": true }, @@ -4169,7 +4171,7 @@ }, { "cell_type": "markdown", - "id": "290b3b15", + "id": "348c3d5d", "metadata": { "editable": true }, @@ -4183,7 +4185,7 @@ }, { "cell_type": "markdown", - "id": "aba736ee", + "id": "1437d4e5", "metadata": { "editable": true }, @@ -4200,7 +4202,7 @@ }, { "cell_type": "markdown", - "id": "e255a496", + "id": "1d3ab300", "metadata": { "editable": true }, @@ -4216,7 +4218,7 @@ }, { "cell_type": "markdown", - "id": "8f222047", + "id": "488b3cd3", "metadata": { "editable": true }, @@ -4228,7 +4230,7 @@ }, { "cell_type": "markdown", - "id": "e973349b", + "id": "d6f8e22e", "metadata": { "editable": true }, @@ -4241,7 +4243,7 @@ }, { "cell_type": "markdown", - "id": "569c1192", + "id": "1ec5c7e8", "metadata": { "editable": true }, @@ -4255,7 +4257,7 @@ }, { "cell_type": "markdown", - "id": "e4db32c5", + "id": "5baa06c2", "metadata": { "editable": true }, @@ -4265,7 +4267,7 @@ }, { "cell_type": "markdown", - "id": "b73e62b3", + "id": "494ba35f", "metadata": { "editable": true }, @@ -4278,7 +4280,7 @@ }, { "cell_type": "markdown", - "id": "f43a5426", + "id": "92ee4c27", "metadata": { "editable": true }, @@ -4297,7 +4299,7 @@ }, { "cell_type": "markdown", - "id": "5993fdc5", + "id": "a94fe01b", "metadata": { "editable": true }, @@ -4309,7 +4311,7 @@ }, { "cell_type": "markdown", - "id": "01c8a983", + "id": "5f91b71b", "metadata": { "editable": true }, @@ -4321,7 +4323,7 @@ }, { "cell_type": "markdown", - "id": "3143334e", + "id": "2deeff06", "metadata": { "editable": true }, @@ -4331,7 +4333,7 @@ }, { "cell_type": "markdown", - "id": "a6265082", + "id": "2ec6e49c", "metadata": { "editable": true }, @@ -4343,7 +4345,7 @@ }, { "cell_type": "markdown", - "id": "36d2d109", + "id": "6074047b", "metadata": { "editable": true }, @@ -4356,7 +4358,7 @@ }, { "cell_type": "markdown", - "id": "159a6a05", + "id": "583b9fcb", "metadata": { "editable": true }, @@ -4375,7 +4377,7 @@ }, { "cell_type": "markdown", - "id": "12ece341", + "id": "f4581410", "metadata": { "editable": true }, @@ -4385,7 +4387,7 @@ }, { "cell_type": "markdown", - "id": "25523959", + "id": "b9e52381", "metadata": { "editable": true }, @@ -4404,7 +4406,7 @@ }, { "cell_type": "markdown", - "id": "7ace3820", + "id": "4d1c2b42", "metadata": { "editable": true }, @@ -4422,7 +4424,7 @@ }, { "cell_type": "markdown", - "id": "92bb4f98", + "id": "c33936ea", "metadata": { "editable": true }, @@ -4436,7 +4438,7 @@ }, { "cell_type": "markdown", - "id": "b4493a0b", + "id": "a92db40c", "metadata": { "editable": true }, @@ -4451,7 +4453,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "efe3f0af", + "id": "1d484b1a", "metadata": { "collapsed": false, "editable": true @@ -4472,7 +4474,7 @@ }, { "cell_type": "markdown", - "id": "75a9ff2d", + "id": "f1efc5cc", "metadata": { "editable": true }, @@ -4489,7 +4491,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "28f8fc04", + "id": "55c5d883", "metadata": { "collapsed": false, "editable": true @@ -4521,7 +4523,7 @@ }, { "cell_type": "markdown", - "id": "7743598c", + "id": "3e3b510f", "metadata": { "editable": true }, @@ -4535,7 +4537,7 @@ }, { "cell_type": "markdown", - "id": "e0e68566", + "id": "b3a3e0ae", "metadata": { "editable": true }, @@ -4548,7 +4550,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "8b56c3be", + "id": "9a8a80ad", "metadata": { "collapsed": false, "editable": true @@ -4573,7 +4575,7 @@ }, { "cell_type": "markdown", - "id": "07945247", + "id": "fc0734ea", "metadata": { "editable": true }, @@ -4583,7 +4585,7 @@ }, { "cell_type": "markdown", - "id": "51a5cdf3", + "id": "9700888c", "metadata": { "editable": true }, @@ -4594,7 +4596,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "38f4cd88", + "id": "dab4252f", "metadata": { "collapsed": false, "editable": true @@ -4648,7 +4650,7 @@ }, { "cell_type": "markdown", - "id": "7df57f7b", + "id": "53c3ac53", "metadata": { "editable": true }, @@ -4665,7 +4667,7 @@ }, { "cell_type": "markdown", - "id": "31db2a95", + "id": "8ad7a502", "metadata": { "editable": true }, @@ -4677,7 +4679,7 @@ }, { "cell_type": "markdown", - "id": "85756676", + "id": "ddbefb6f", "metadata": { "editable": true }, @@ -4689,7 +4691,7 @@ }, { "cell_type": "markdown", - "id": "1150068f", + "id": "72b21cd9", "metadata": { "editable": true }, @@ -4699,7 +4701,7 @@ }, { "cell_type": "markdown", - "id": "f14eddf9", + "id": "6dfd8847", "metadata": { "editable": true }, @@ -4716,7 +4718,7 @@ }, { "cell_type": "markdown", - "id": "ebeff73f", + "id": "c10bb802", "metadata": { "editable": true }, @@ -4726,7 +4728,7 @@ }, { "cell_type": "markdown", - "id": "cf21c300", + "id": "071695ba", "metadata": { "editable": true }, @@ -4741,7 +4743,7 @@ }, { "cell_type": "markdown", - "id": "457cef97", + "id": "3135bc9f", "metadata": { "editable": true }, @@ -4751,7 +4753,7 @@ }, { "cell_type": "markdown", - "id": "56f17653", + "id": "559c3334", "metadata": { "editable": true }, @@ -4765,7 +4767,7 @@ }, { "cell_type": "markdown", - "id": "bf1d5747", + "id": "985ab47a", "metadata": { "editable": true }, @@ -4777,7 +4779,7 @@ }, { "cell_type": "markdown", - "id": "d0b7a8cc", + "id": "df9e9129", "metadata": { "editable": true }, @@ -4789,7 +4791,7 @@ }, { "cell_type": "markdown", - "id": "fee47f66", + "id": "5f021577", "metadata": { "editable": true }, @@ -4801,7 +4803,7 @@ }, { "cell_type": "markdown", - "id": "98cf8e30", + "id": "17411592", "metadata": { "editable": true }, @@ -4811,7 +4813,7 @@ }, { "cell_type": "markdown", - "id": "031ce173", + "id": "0220cad7", "metadata": { "editable": true }, @@ -4823,7 +4825,7 @@ }, { "cell_type": "markdown", - "id": "0402f670", + "id": "fe54b873", "metadata": { "editable": true }, @@ -4833,7 +4835,7 @@ }, { "cell_type": "markdown", - "id": "0d670cb5", + "id": "1ae147af", "metadata": { "editable": true }, @@ -4850,7 +4852,7 @@ }, { "cell_type": "markdown", - "id": "5069d542", + "id": "8a99bf63", "metadata": { "editable": true }, @@ -4860,7 +4862,7 @@ }, { "cell_type": "markdown", - "id": "0c696f04", + "id": "847e200e", "metadata": { "editable": true }, @@ -4872,7 +4874,7 @@ }, { "cell_type": "markdown", - "id": "0517191b", + "id": "f4550f05", "metadata": { "editable": true }, @@ -4882,7 +4884,7 @@ }, { "cell_type": "markdown", - "id": "79dcebd3", + "id": "374bbe1e", "metadata": { "editable": true }, @@ -4894,7 +4896,7 @@ }, { "cell_type": "markdown", - "id": "e89632a5", + "id": "cbd806ca", "metadata": { "editable": true }, @@ -4908,7 +4910,7 @@ }, { "cell_type": "markdown", - "id": "eaabec31", + "id": "f4ba0b4b", "metadata": { "editable": true }, @@ -4920,7 +4922,7 @@ }, { "cell_type": "markdown", - "id": "d7408110", + "id": "28abe6ad", "metadata": { "editable": true }, @@ -4942,7 +4944,7 @@ }, { "cell_type": "markdown", - "id": "4cd10d3c", + "id": "3aeee40f", "metadata": { "editable": true }, @@ -4954,7 +4956,7 @@ }, { "cell_type": "markdown", - "id": "175bdafd", + "id": "07d259ef", "metadata": { "editable": true }, @@ -4969,7 +4971,7 @@ }, { "cell_type": "markdown", - "id": "75264d16", + "id": "5924f2d7", "metadata": { "editable": true }, @@ -4981,7 +4983,7 @@ }, { "cell_type": "markdown", - "id": "2131ceba", + "id": "c6b062c4", "metadata": { "editable": true }, @@ -4993,7 +4995,7 @@ }, { "cell_type": "markdown", - "id": "8de36a62", + "id": "7b4ec568", "metadata": { "editable": true }, @@ -5003,7 +5005,7 @@ }, { "cell_type": "markdown", - "id": "46bd640d", + "id": "80c8cc4e", "metadata": { "editable": true }, @@ -5015,7 +5017,7 @@ }, { "cell_type": "markdown", - "id": "676896ee", + "id": "ab27d137", "metadata": { "editable": true }, @@ -5025,7 +5027,7 @@ }, { "cell_type": "markdown", - "id": "546e7ac1", + "id": "7c900297", "metadata": { "editable": true }, @@ -5037,7 +5039,7 @@ }, { "cell_type": "markdown", - "id": "0d832ff8", + "id": "f56e4736", "metadata": { "editable": true }, @@ -5047,7 +5049,7 @@ }, { "cell_type": "markdown", - "id": "324ced82", + "id": "f4ee8fd2", "metadata": { "editable": true }, @@ -5059,7 +5061,7 @@ }, { "cell_type": "markdown", - "id": "2b6f83ad", + "id": "c753a5f9", "metadata": { "editable": true }, @@ -5076,7 +5078,7 @@ }, { "cell_type": "markdown", - "id": "06b9b073", + "id": "4769b420", "metadata": { "editable": true }, @@ -5089,7 +5091,7 @@ }, { "cell_type": "markdown", - "id": "0c49b295", + "id": "b02c0550", "metadata": { "editable": true }, @@ -5101,7 +5103,7 @@ }, { "cell_type": "markdown", - "id": "cd7bd0f8", + "id": "16ec4c24", "metadata": { "editable": true }, @@ -5111,7 +5113,7 @@ }, { "cell_type": "markdown", - "id": "b378b12f", + "id": "201d905c", "metadata": { "editable": true }, @@ -5124,7 +5126,7 @@ }, { "cell_type": "markdown", - "id": "1c67c0df", + "id": "6f63bcc7", "metadata": { "editable": true }, @@ -5134,7 +5136,7 @@ }, { "cell_type": "markdown", - "id": "a3c17bac", + "id": "0e39045a", "metadata": { "editable": true }, @@ -5146,7 +5148,7 @@ }, { "cell_type": "markdown", - "id": "7729be1e", + "id": "28779e57", "metadata": { "editable": true }, @@ -5159,7 +5161,7 @@ }, { "cell_type": "markdown", - "id": "45a6a073", + "id": "d7d76fd0", "metadata": { "editable": true }, @@ -5172,7 +5174,7 @@ }, { "cell_type": "markdown", - "id": "383bae8d", + "id": "a2113041", "metadata": { "editable": true }, @@ -5184,7 +5186,7 @@ }, { "cell_type": "markdown", - "id": "a1b1aaf3", + "id": "41d877da", "metadata": { "editable": true }, @@ -5196,7 +5198,7 @@ }, { "cell_type": "markdown", - "id": "7d8c37fc", + "id": "f7beeed5", "metadata": { "editable": true }, @@ -5206,7 +5208,7 @@ }, { "cell_type": "markdown", - "id": "ceeda413", + "id": "6dc01d3f", "metadata": { "editable": true }, @@ -5219,7 +5221,7 @@ }, { "cell_type": "markdown", - "id": "656442dd", + "id": "8fbaf3ed", "metadata": { "editable": true }, @@ -5231,7 +5233,7 @@ }, { "cell_type": "markdown", - "id": "4d499055", + "id": "200e98c8", "metadata": { "editable": true }, @@ -5243,7 +5245,7 @@ }, { "cell_type": "markdown", - "id": "aaf5022c", + "id": "7ac27cfd", "metadata": { "editable": true }, @@ -5255,7 +5257,7 @@ }, { "cell_type": "markdown", - "id": "e90d75ca", + "id": "bf696c60", "metadata": { "editable": true }, @@ -5267,7 +5269,7 @@ }, { "cell_type": "markdown", - "id": "045749a2", + "id": "1d4bcd70", "metadata": { "editable": true }, @@ -5281,7 +5283,7 @@ }, { "cell_type": "markdown", - "id": "e156443c", + "id": "516462d4", "metadata": { "editable": true }, @@ -5293,7 +5295,7 @@ }, { "cell_type": "markdown", - "id": "c573690a", + "id": "9ce7b51b", "metadata": { "editable": true }, @@ -5303,7 +5305,7 @@ }, { "cell_type": "markdown", - "id": "fc05048f", + "id": "b0cec572", "metadata": { "editable": true }, @@ -5315,7 +5317,7 @@ }, { "cell_type": "markdown", - "id": "eb522023", + "id": "67b0fa4b", "metadata": { "editable": true }, @@ -5327,7 +5329,7 @@ }, { "cell_type": "markdown", - "id": "bbbd9f61", + "id": "ee32bb17", "metadata": { "editable": true }, @@ -5339,7 +5341,7 @@ }, { "cell_type": "markdown", - "id": "ed3ba8af", + "id": "78f724ed", "metadata": { "editable": true }, @@ -5351,7 +5353,7 @@ }, { "cell_type": "markdown", - "id": "6cc20515", + "id": "8cb8bdac", "metadata": { "editable": true }, @@ -5363,7 +5365,7 @@ }, { "cell_type": "markdown", - "id": "1d404bb0", + "id": "89e76a8c", "metadata": { "editable": true }, @@ -5382,7 +5384,7 @@ }, { "cell_type": "markdown", - "id": "cdf2604c", + "id": "109178a9", "metadata": { "editable": true }, @@ -5394,7 +5396,7 @@ }, { "cell_type": "markdown", - "id": "baae491b", + "id": "5533200d", "metadata": { "editable": true }, @@ -5404,7 +5406,7 @@ }, { "cell_type": "markdown", - "id": "e5eb23cb", + "id": "c9af410a", "metadata": { "editable": true }, @@ -5416,7 +5418,7 @@ }, { "cell_type": "markdown", - "id": "7358d855", + "id": "f14775b0", "metadata": { "editable": true }, @@ -5426,7 +5428,7 @@ }, { "cell_type": "markdown", - "id": "9373ba9a", + "id": "7712331b", "metadata": { "editable": true }, @@ -5438,7 +5440,7 @@ }, { "cell_type": "markdown", - "id": "52d4c6fc", + "id": "81c01b03", "metadata": { "editable": true }, @@ -5450,7 +5452,7 @@ }, { "cell_type": "markdown", - "id": "49ab8959", + "id": "f2b34266", "metadata": { "editable": true }, @@ -5466,7 +5468,7 @@ }, { "cell_type": "markdown", - "id": "e14127d1", + "id": "2e0b093d", "metadata": { "editable": true }, @@ -5478,7 +5480,7 @@ }, { "cell_type": "markdown", - "id": "2a8e0214", + "id": "8f16e085", "metadata": { "editable": true }, @@ -5490,7 +5492,7 @@ }, { "cell_type": "markdown", - "id": "f93af579", + "id": "5ad5bae5", "metadata": { "editable": true }, @@ -5500,7 +5502,7 @@ }, { "cell_type": "markdown", - "id": "a9ad1c0a", + "id": "763aafea", "metadata": { "editable": true }, @@ -5512,7 +5514,7 @@ }, { "cell_type": "markdown", - "id": "fdfaa9e2", + "id": "7344b28f", "metadata": { "editable": true }, @@ -5522,7 +5524,7 @@ }, { "cell_type": "markdown", - "id": "fc730aaf", + "id": "bd0aa93e", "metadata": { "editable": true }, @@ -5534,7 +5536,7 @@ }, { "cell_type": "markdown", - "id": "b5b93bb8", + "id": "58b92564", "metadata": { "editable": true }, @@ -5551,7 +5553,7 @@ }, { "cell_type": "markdown", - "id": "c9404310", + "id": "9c8672be", "metadata": { "editable": true }, @@ -5563,7 +5565,7 @@ }, { "cell_type": "markdown", - "id": "aaf3962a", + "id": "11590d10", "metadata": { "editable": true }, @@ -5575,7 +5577,7 @@ }, { "cell_type": "markdown", - "id": "34e1c59a", + "id": "4c46b518", "metadata": { "editable": true }, @@ -5585,7 +5587,7 @@ }, { "cell_type": "markdown", - "id": "d073b85b", + "id": "b0da6a21", "metadata": { "editable": true }, @@ -5597,7 +5599,7 @@ }, { "cell_type": "markdown", - "id": "af6d4ca2", + "id": "9b34e073", "metadata": { "editable": true }, @@ -5607,7 +5609,7 @@ }, { "cell_type": "markdown", - "id": "371ce85c", + "id": "029f1aa5", "metadata": { "editable": true }, @@ -5619,7 +5621,7 @@ }, { "cell_type": "markdown", - "id": "dc48969c", + "id": "49079af3", "metadata": { "editable": true }, @@ -5629,7 +5631,7 @@ }, { "cell_type": "markdown", - "id": "e65f850f", + "id": "735e9f4c", "metadata": { "editable": true }, @@ -5641,7 +5643,7 @@ }, { "cell_type": "markdown", - "id": "d4c943d8", + "id": "fccfd6ca", "metadata": { "editable": true }, @@ -5651,7 +5653,7 @@ }, { "cell_type": "markdown", - "id": "d89c0b51", + "id": "2aa75180", "metadata": { "editable": true }, @@ -5663,7 +5665,7 @@ }, { "cell_type": "markdown", - "id": "decb5e89", + "id": "bad889e8", "metadata": { "editable": true }, diff --git a/doc/pub/week35/html/._week35-bs001.html b/doc/pub/week35/html/._week35-bs001.html index 2eaa9a38d..0660798bd 100644 --- a/doc/pub/week35/html/._week35-bs001.html +++ b/doc/pub/week35/html/._week35-bs001.html @@ -375,6 +375,7 @@ MathJax.Hub.Config({
    1. These lecture notes
      2. +
    2. Video of lecture
    3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)
    4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.
    5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.
      6. diff --git a/doc/pub/week35/html/week35-reveal.html b/doc/pub/week35/html/week35-reveal.html index 55f07a32b..fb3474d30 100644 --- a/doc/pub/week35/html/week35-reveal.html +++ b/doc/pub/week35/html/week35-reveal.html @@ -208,6 +208,7 @@ MathJax.Hub.Config({

      1. These lecture notes
        2. +

      2. Video of lecture

      3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)

      4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.

      5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.
        6. diff --git a/doc/pub/week35/html/week35-solarized.html b/doc/pub/week35/html/week35-solarized.html index 515785c60..eabfc92d3 100644 --- a/doc/pub/week35/html/week35-solarized.html +++ b/doc/pub/week35/html/week35-solarized.html @@ -324,6 +324,7 @@ MathJax.Hub.Config({
        1. These lecture notes
          2. +
        2. Video of lecture
        3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)
        4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.
        5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.
          6. diff --git a/doc/pub/week35/html/week35.html b/doc/pub/week35/html/week35.html index 2c7037166..ce93085af 100644 --- a/doc/pub/week35/html/week35.html +++ b/doc/pub/week35/html/week35.html @@ -401,6 +401,7 @@ MathJax.Hub.Config({
          1. These lecture notes
            2. +
          2. Video of lecture
          3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)
          4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.
          5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.
            6. diff --git a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz index da3b73fcf48d359ebaccedfae256fed54f689b53..2a9642d24f53d26324aafb355f3d552d03943356 100644 GIT binary patch literal 192 zcmV;x06+g9iwFSHVa#R#1MSbv3c@f92k@Qu6nTP?u3L8&^x#1d@dY~8xjNU*wnO*! z?gR9sco`z}cli?%LUP!w*1JvQ?k-piBC;fbF*BASOWk6 diff --git a/doc/pub/week35/ipynb/week35.ipynb b/doc/pub/week35/ipynb/week35.ipynb index 3396b3f76..d2fd55c69 100644 --- a/doc/pub/week35/ipynb/week35.ipynb +++ b/doc/pub/week35/ipynb/week35.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "0cc8798d", + "id": "7d46aac3", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "da5efe21", + "id": "c2e822c3", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "8a9facf6", + "id": "8fe173b0", "metadata": { "editable": true }, @@ -49,7 +49,7 @@ }, { "cell_type": "markdown", - "id": "0fe93a22", + "id": "3d8f7c5e", "metadata": { "editable": true }, @@ -58,16 +58,18 @@ "\n", "1. These lecture notes\n", "\n", - "2. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", + "2. [Video of lecture](https://youtu.be/VKakN-e4aUA)\n", "\n", - "3. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", "\n", - "4. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." + "4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "\n", + "5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." ] }, { "cell_type": "markdown", - "id": "88c554b6", + "id": "136f0fb9", "metadata": { "editable": true }, @@ -101,7 +103,7 @@ }, { "cell_type": "markdown", - "id": "cac03766", + "id": "81e34904", "metadata": { "editable": true }, @@ -117,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "9ff9b1d8", + "id": "9eb8c3c0", "metadata": { "editable": true }, @@ -129,7 +131,7 @@ }, { "cell_type": "markdown", - "id": "65e2020b", + "id": "b57a761c", "metadata": { "editable": true }, @@ -139,7 +141,7 @@ }, { "cell_type": "markdown", - "id": "2c1af26e", + "id": "a1938870", "metadata": { "editable": true }, @@ -151,7 +153,7 @@ }, { "cell_type": "markdown", - "id": "f324d64b", + "id": "f4dfd5db", "metadata": { "editable": true }, @@ -172,7 +174,7 @@ }, { "cell_type": "markdown", - "id": "125dcb74", + "id": "eb46d019", "metadata": { "editable": true }, @@ -184,7 +186,7 @@ }, { "cell_type": "markdown", - "id": "5c9da59d", + "id": "97bb0d9d", "metadata": { "editable": true }, @@ -197,7 +199,7 @@ }, { "cell_type": "markdown", - "id": "a5afa34c", + "id": "70a33137", "metadata": { "editable": true }, @@ -209,7 +211,7 @@ }, { "cell_type": "markdown", - "id": "2022e4f2", + "id": "bc9a57c9", "metadata": { "editable": true }, @@ -221,7 +223,7 @@ }, { "cell_type": "markdown", - "id": "eda7900c", + "id": "fd395098", "metadata": { "editable": true }, @@ -231,7 +233,7 @@ }, { "cell_type": "markdown", - "id": "d3a51876", + "id": "c6c37190", "metadata": { "editable": true }, @@ -243,7 +245,7 @@ }, { "cell_type": "markdown", - "id": "b2e04c71", + "id": "3754a599", "metadata": { "editable": true }, @@ -256,7 +258,7 @@ }, { "cell_type": "markdown", - "id": "0e554907", + "id": "eb1e5c6a", "metadata": { "editable": true }, @@ -268,7 +270,7 @@ }, { "cell_type": "markdown", - "id": "41558215", + "id": "c5bab63d", "metadata": { "editable": true }, @@ -278,7 +280,7 @@ }, { "cell_type": "markdown", - "id": "4345873f", + "id": "469d828a", "metadata": { "editable": true }, @@ -290,7 +292,7 @@ }, { "cell_type": "markdown", - "id": "12d50cdd", + "id": "99cb3e0c", "metadata": { "editable": true }, @@ -302,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "54045737", + "id": "a313d648", "metadata": { "editable": true }, @@ -313,7 +315,7 @@ }, { "cell_type": "markdown", - "id": "7c53c69e", + "id": "45638946", "metadata": { "editable": true }, @@ -325,7 +327,7 @@ }, { "cell_type": "markdown", - "id": "6d3e0fad", + "id": "b8130f9c", "metadata": { "editable": true }, @@ -344,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "1818740e", + "id": "c2a5f5ad", "metadata": { "editable": true }, @@ -357,7 +359,7 @@ }, { "cell_type": "markdown", - "id": "5d5a8b34", + "id": "7385a922", "metadata": { "editable": true }, @@ -367,7 +369,7 @@ }, { "cell_type": "markdown", - "id": "c9675043", + "id": "c3413e2f", "metadata": { "editable": true }, @@ -379,7 +381,7 @@ }, { "cell_type": "markdown", - "id": "f0a1bb02", + "id": "3349093c", "metadata": { "editable": true }, @@ -389,7 +391,7 @@ }, { "cell_type": "markdown", - "id": "33b1e69b", + "id": "1a33ba2e", "metadata": { "editable": true }, @@ -401,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "5d862732", + "id": "1a6045f4", "metadata": { "editable": true }, @@ -411,7 +413,7 @@ }, { "cell_type": "markdown", - "id": "0d923d08", + "id": "7b311171", "metadata": { "editable": true }, @@ -423,7 +425,7 @@ }, { "cell_type": "markdown", - "id": "f5f5d0d8", + "id": "558d3b32", "metadata": { "editable": true }, @@ -434,7 +436,7 @@ }, { "cell_type": "markdown", - "id": "63ce888f", + "id": "deffceee", "metadata": { "editable": true }, @@ -446,7 +448,7 @@ }, { "cell_type": "markdown", - "id": "ac657932", + "id": "fffc54ec", "metadata": { "editable": true }, @@ -456,7 +458,7 @@ }, { "cell_type": "markdown", - "id": "acf875f2", + "id": "6f492262", "metadata": { "editable": true }, @@ -468,7 +470,7 @@ }, { "cell_type": "markdown", - "id": "cb877b14", + "id": "8d378b38", "metadata": { "editable": true }, @@ -478,7 +480,7 @@ }, { "cell_type": "markdown", - "id": "e8a4ea75", + "id": "539d62f8", "metadata": { "editable": true }, @@ -490,7 +492,7 @@ }, { "cell_type": "markdown", - "id": "c335f569", + "id": "238a8e6d", "metadata": { "editable": true }, @@ -510,7 +512,7 @@ }, { "cell_type": "markdown", - "id": "a05d5f2e", + "id": "29e68d43", "metadata": { "editable": true }, @@ -537,7 +539,7 @@ }, { "cell_type": "markdown", - "id": "ef316a3d", + "id": "2b2ff1ac", "metadata": { "editable": true }, @@ -549,7 +551,7 @@ }, { "cell_type": "markdown", - "id": "a1a9f56e", + "id": "296d789f", "metadata": { "editable": true }, @@ -561,7 +563,7 @@ }, { "cell_type": "markdown", - "id": "56b2181f", + "id": "77190213", "metadata": { "editable": true }, @@ -577,7 +579,7 @@ }, { "cell_type": "markdown", - "id": "0089ad66", + "id": "c908c476", "metadata": { "editable": true }, @@ -595,7 +597,7 @@ }, { "cell_type": "markdown", - "id": "50288504", + "id": "d6df5bf4", "metadata": { "editable": true }, @@ -607,7 +609,7 @@ }, { "cell_type": "markdown", - "id": "74f24d00", + "id": "825ed674", "metadata": { "editable": true }, @@ -619,7 +621,7 @@ }, { "cell_type": "markdown", - "id": "2b45a174", + "id": "ba708b07", "metadata": { "editable": true }, @@ -630,7 +632,7 @@ }, { "cell_type": "markdown", - "id": "f4a369c7", + "id": "e7515806", "metadata": { "editable": true }, @@ -642,7 +644,7 @@ }, { "cell_type": "markdown", - "id": "2e455193", + "id": "ec27da02", "metadata": { "editable": true }, @@ -652,7 +654,7 @@ }, { "cell_type": "markdown", - "id": "b2933c3d", + "id": "0e568f9b", "metadata": { "editable": true }, @@ -664,7 +666,7 @@ }, { "cell_type": "markdown", - "id": "0b10ad24", + "id": "50b3c398", "metadata": { "editable": true }, @@ -678,7 +680,7 @@ }, { "cell_type": "markdown", - "id": "7472889a", + "id": "f67a6838", "metadata": { "editable": true }, @@ -690,7 +692,7 @@ }, { "cell_type": "markdown", - "id": "419fc6a1", + "id": "27095386", "metadata": { "editable": true }, @@ -702,7 +704,7 @@ }, { "cell_type": "markdown", - "id": "48267c0e", + "id": "97e6e136", "metadata": { "editable": true }, @@ -714,7 +716,7 @@ }, { "cell_type": "markdown", - "id": "026ff83a", + "id": "2f2cb2f1", "metadata": { "editable": true }, @@ -724,7 +726,7 @@ }, { "cell_type": "markdown", - "id": "8de2adcf", + "id": "19160cb4", "metadata": { "editable": true }, @@ -736,7 +738,7 @@ }, { "cell_type": "markdown", - "id": "cae41745", + "id": "50ff8918", "metadata": { "editable": true }, @@ -748,7 +750,7 @@ }, { "cell_type": "markdown", - "id": "aefb1de0", + "id": "615fbba5", "metadata": { "editable": true }, @@ -760,7 +762,7 @@ }, { "cell_type": "markdown", - "id": "7c48017e", + "id": "4116f7dd", "metadata": { "editable": true }, @@ -774,7 +776,7 @@ }, { "cell_type": "markdown", - "id": "cd9531e1", + "id": "2ee0f30c", "metadata": { "editable": true }, @@ -786,7 +788,7 @@ }, { "cell_type": "markdown", - "id": "2a51643c", + "id": "bd14b926", "metadata": { "editable": true }, @@ -798,7 +800,7 @@ }, { "cell_type": "markdown", - "id": "5797072d", + "id": "5b7c9517", "metadata": { "editable": true }, @@ -810,7 +812,7 @@ }, { "cell_type": "markdown", - "id": "49f48019", + "id": "2a8bb990", "metadata": { "editable": true }, @@ -820,7 +822,7 @@ }, { "cell_type": "markdown", - "id": "e32fded3", + "id": "5e4cee2a", "metadata": { "editable": true }, @@ -832,7 +834,7 @@ }, { "cell_type": "markdown", - "id": "06a95180", + "id": "32358c8c", "metadata": { "editable": true }, @@ -842,7 +844,7 @@ }, { "cell_type": "markdown", - "id": "7486bc1a", + "id": "582e5dd2", "metadata": { "editable": true }, @@ -854,7 +856,7 @@ }, { "cell_type": "markdown", - "id": "ceccd894", + "id": "09021946", "metadata": { "editable": true }, @@ -864,7 +866,7 @@ }, { "cell_type": "markdown", - "id": "623da8cd", + "id": "1996c675", "metadata": { "editable": true }, @@ -876,7 +878,7 @@ }, { "cell_type": "markdown", - "id": "95f0b356", + "id": "21a8f52b", "metadata": { "editable": true }, @@ -888,7 +890,7 @@ }, { "cell_type": "markdown", - "id": "6f17b240", + "id": "750c017f", "metadata": { "editable": true }, @@ -900,7 +902,7 @@ }, { "cell_type": "markdown", - "id": "468c5563", + "id": "ad136af2", "metadata": { "editable": true }, @@ -915,7 +917,7 @@ }, { "cell_type": "markdown", - "id": "8936d5d5", + "id": "afac1035", "metadata": { "editable": true }, @@ -927,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "22b0f678", + "id": "2b7bf070", "metadata": { "editable": true }, @@ -937,7 +939,7 @@ }, { "cell_type": "markdown", - "id": "d266b672", + "id": "2670dafb", "metadata": { "editable": true }, @@ -949,7 +951,7 @@ }, { "cell_type": "markdown", - "id": "35b94dd8", + "id": "63337734", "metadata": { "editable": true }, @@ -959,7 +961,7 @@ }, { "cell_type": "markdown", - "id": "a2a5a371", + "id": "bda0b6b2", "metadata": { "editable": true }, @@ -971,7 +973,7 @@ }, { "cell_type": "markdown", - "id": "d3524468", + "id": "db44d551", "metadata": { "editable": true }, @@ -981,7 +983,7 @@ }, { "cell_type": "markdown", - "id": "981b36ff", + "id": "a389e623", "metadata": { "editable": true }, @@ -993,7 +995,7 @@ }, { "cell_type": "markdown", - "id": "0cd35260", + "id": "a8e046db", "metadata": { "editable": true }, @@ -1005,7 +1007,7 @@ }, { "cell_type": "markdown", - "id": "91f31dc4", + "id": "074cc965", "metadata": { "editable": true }, @@ -1017,7 +1019,7 @@ }, { "cell_type": "markdown", - "id": "c74b64cc", + "id": "fca52100", "metadata": { "editable": true }, @@ -1027,7 +1029,7 @@ }, { "cell_type": "markdown", - "id": "18ba38ad", + "id": "9c56f854", "metadata": { "editable": true }, @@ -1039,7 +1041,7 @@ }, { "cell_type": "markdown", - "id": "8fb70fd5", + "id": "7a556df3", "metadata": { "editable": true }, @@ -1052,7 +1054,7 @@ }, { "cell_type": "markdown", - "id": "3a477676", + "id": "67239adf", "metadata": { "editable": true }, @@ -1064,7 +1066,7 @@ }, { "cell_type": "markdown", - "id": "ac7efc29", + "id": "a10c57f5", "metadata": { "editable": true }, @@ -1074,7 +1076,7 @@ }, { "cell_type": "markdown", - "id": "ce15e114", + "id": "a7c13076", "metadata": { "editable": true }, @@ -1086,7 +1088,7 @@ }, { "cell_type": "markdown", - "id": "4795c8b7", + "id": "db2e932a", "metadata": { "editable": true }, @@ -1096,7 +1098,7 @@ }, { "cell_type": "markdown", - "id": "d559e832", + "id": "b001a262", "metadata": { "editable": true }, @@ -1108,7 +1110,7 @@ }, { "cell_type": "markdown", - "id": "e90bed1a", + "id": "c4ec2cb7", "metadata": { "editable": true }, @@ -1118,7 +1120,7 @@ }, { "cell_type": "markdown", - "id": "1618df78", + "id": "35bba0f9", "metadata": { "editable": true }, @@ -1130,7 +1132,7 @@ }, { "cell_type": "markdown", - "id": "802ebc53", + "id": "39d2d221", "metadata": { "editable": true }, @@ -1140,7 +1142,7 @@ }, { "cell_type": "markdown", - "id": "6b3555fc", + "id": "0a18b7bb", "metadata": { "editable": true }, @@ -1152,7 +1154,7 @@ }, { "cell_type": "markdown", - "id": "ec8eed07", + "id": "d22d6836", "metadata": { "editable": true }, @@ -1162,7 +1164,7 @@ }, { "cell_type": "markdown", - "id": "97ae5724", + "id": "567161ac", "metadata": { "editable": true }, @@ -1174,7 +1176,7 @@ }, { "cell_type": "markdown", - "id": "66a2c1fa", + "id": "28e3d37b", "metadata": { "editable": true }, @@ -1186,7 +1188,7 @@ }, { "cell_type": "markdown", - "id": "5b6a6eec", + "id": "e42fd086", "metadata": { "editable": true }, @@ -1198,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "c1d5dd81", + "id": "8fc99a0c", "metadata": { "editable": true }, @@ -1210,7 +1212,7 @@ }, { "cell_type": "markdown", - "id": "a78762eb", + "id": "86d74fd9", "metadata": { "editable": true }, @@ -1222,7 +1224,7 @@ }, { "cell_type": "markdown", - "id": "64f698c7", + "id": "554b9a43", "metadata": { "editable": true }, @@ -1238,7 +1240,7 @@ }, { "cell_type": "markdown", - "id": "d1ae0752", + "id": "d1affa7d", "metadata": { "editable": true }, @@ -1250,7 +1252,7 @@ }, { "cell_type": "markdown", - "id": "49da5a44", + "id": "cf2e3528", "metadata": { "editable": true }, @@ -1260,7 +1262,7 @@ }, { "cell_type": "markdown", - "id": "18ad73ea", + "id": "9bfab245", "metadata": { "editable": true }, @@ -1272,7 +1274,7 @@ }, { "cell_type": "markdown", - "id": "ad87fa1c", + "id": "4e923312", "metadata": { "editable": true }, @@ -1290,7 +1292,7 @@ }, { "cell_type": "markdown", - "id": "ef1776e5", + "id": "ae25f416", "metadata": { "editable": true }, @@ -1302,7 +1304,7 @@ }, { "cell_type": "markdown", - "id": "2276a02e", + "id": "d616c204", "metadata": { "editable": true }, @@ -1314,7 +1316,7 @@ }, { "cell_type": "markdown", - "id": "5c723798", + "id": "c767f7d8", "metadata": { "editable": true }, @@ -1324,7 +1326,7 @@ }, { "cell_type": "markdown", - "id": "219ee33e", + "id": "5e10686f", "metadata": { "editable": true }, @@ -1336,7 +1338,7 @@ }, { "cell_type": "markdown", - "id": "f5d32391", + "id": "0d8fd143", "metadata": { "editable": true }, @@ -1346,7 +1348,7 @@ }, { "cell_type": "markdown", - "id": "78f026b8", + "id": "bf85a0ca", "metadata": { "editable": true }, @@ -1358,7 +1360,7 @@ }, { "cell_type": "markdown", - "id": "f6d525fc", + "id": "f8625113", "metadata": { "editable": true }, @@ -1368,7 +1370,7 @@ }, { "cell_type": "markdown", - "id": "a6a0c647", + "id": "ca3f31df", "metadata": { "editable": true }, @@ -1382,7 +1384,7 @@ }, { "cell_type": "markdown", - "id": "3f4b93d1", + "id": "32f2e67e", "metadata": { "editable": true }, @@ -1394,7 +1396,7 @@ }, { "cell_type": "markdown", - "id": "7672566e", + "id": "c0571367", "metadata": { "editable": true }, @@ -1405,7 +1407,7 @@ }, { "cell_type": "markdown", - "id": "e5c25220", + "id": "6199aacb", "metadata": { "editable": true }, @@ -1418,7 +1420,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "e7d45233", + "id": "e17aecdf", "metadata": { "collapsed": false, "editable": true @@ -1445,7 +1447,7 @@ }, { "cell_type": "markdown", - "id": "162f5865", + "id": "295f958b", "metadata": { "editable": true }, @@ -1456,7 +1458,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "acca1a4f", + "id": "da33d84b", "metadata": { "collapsed": false, "editable": true @@ -1469,7 +1471,7 @@ }, { "cell_type": "markdown", - "id": "7aff8680", + "id": "f8656ecc", "metadata": { "editable": true }, @@ -1483,7 +1485,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "e0ff1b8d", + "id": "10bb7d14", "metadata": { "collapsed": false, "editable": true @@ -1496,7 +1498,7 @@ }, { "cell_type": "markdown", - "id": "7c49f3ee", + "id": "43fef194", "metadata": { "editable": true }, @@ -1507,7 +1509,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "4becb815", + "id": "c7b2d7e8", "metadata": { "collapsed": false, "editable": true @@ -1519,7 +1521,7 @@ }, { "cell_type": "markdown", - "id": "947e6f7f", + "id": "3704aaf9", "metadata": { "editable": true }, @@ -1530,7 +1532,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "46f42ebe", + "id": "0942d279", "metadata": { "collapsed": false, "editable": true @@ -1546,7 +1548,7 @@ }, { "cell_type": "markdown", - "id": "d2a9c315", + "id": "a8d0b4f2", "metadata": { "editable": true }, @@ -1557,7 +1559,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "8d9335a7", + "id": "6d95666b", "metadata": { "collapsed": false, "editable": true @@ -1571,7 +1573,7 @@ }, { "cell_type": "markdown", - "id": "b41bc75a", + "id": "77262b73", "metadata": { "editable": true }, @@ -1592,7 +1594,7 @@ }, { "cell_type": "markdown", - "id": "1610fc91", + "id": "07ecffe3", "metadata": { "editable": true }, @@ -1603,7 +1605,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "de979cb1", + "id": "6bb953ea", "metadata": { "collapsed": false, "editable": true @@ -1656,7 +1658,7 @@ }, { "cell_type": "markdown", - "id": "151097cb", + "id": "b6523939", "metadata": { "editable": true }, @@ -1667,7 +1669,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "46da3a8b", + "id": "33d42837", "metadata": { "collapsed": false, "editable": true @@ -1692,7 +1694,7 @@ }, { "cell_type": "markdown", - "id": "57ec4d97", + "id": "2ff685c2", "metadata": { "editable": true }, @@ -1704,7 +1706,7 @@ }, { "cell_type": "markdown", - "id": "37b1776a", + "id": "4bdd8f8b", "metadata": { "editable": true }, @@ -1733,7 +1735,7 @@ }, { "cell_type": "markdown", - "id": "2bf72e3c", + "id": "b663d865", "metadata": { "editable": true }, @@ -1758,7 +1760,7 @@ }, { "cell_type": "markdown", - "id": "5770c01c", + "id": "a49bbab2", "metadata": { "editable": true }, @@ -1778,7 +1780,7 @@ }, { "cell_type": "markdown", - "id": "e79c6e90", + "id": "9d04ab36", "metadata": { "editable": true }, @@ -1805,7 +1807,7 @@ }, { "cell_type": "markdown", - "id": "fca748bc", + "id": "7694b847", "metadata": { "editable": true }, @@ -1818,7 +1820,7 @@ }, { "cell_type": "markdown", - "id": "dc2601a4", + "id": "f3bee616", "metadata": { "editable": true }, @@ -1830,7 +1832,7 @@ }, { "cell_type": "markdown", - "id": "794efa28", + "id": "2d8765c8", "metadata": { "editable": true }, @@ -1841,7 +1843,7 @@ }, { "cell_type": "markdown", - "id": "93a4d972", + "id": "372b1ac9", "metadata": { "editable": true }, @@ -1857,7 +1859,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "e82e106e", + "id": "91b59881", "metadata": { "collapsed": false, "editable": true @@ -1891,7 +1893,7 @@ }, { "cell_type": "markdown", - "id": "876b05b3", + "id": "752bdf5c", "metadata": { "editable": true }, @@ -1901,7 +1903,7 @@ }, { "cell_type": "markdown", - "id": "080d0802", + "id": "b448d7a7", "metadata": { "editable": true }, @@ -1916,7 +1918,7 @@ }, { "cell_type": "markdown", - "id": "8fbb2ec6", + "id": "c44bc2b9", "metadata": { "editable": true }, @@ -1928,7 +1930,7 @@ }, { "cell_type": "markdown", - "id": "66704782", + "id": "316b55f9", "metadata": { "editable": true }, @@ -1938,7 +1940,7 @@ }, { "cell_type": "markdown", - "id": "9a007cc5", + "id": "649ae921", "metadata": { "editable": true }, @@ -1954,7 +1956,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "9b0346bf", + "id": "7105b779", "metadata": { "collapsed": false, "editable": true @@ -1971,7 +1973,7 @@ }, { "cell_type": "markdown", - "id": "dd30ef81", + "id": "cc901b3e", "metadata": { "editable": true }, @@ -1984,7 +1986,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "218b6330", + "id": "a3f97306", "metadata": { "collapsed": false, "editable": true @@ -2031,7 +2033,7 @@ }, { "cell_type": "markdown", - "id": "5495725a", + "id": "92e55bd9", "metadata": { "editable": true }, @@ -2042,7 +2044,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "c57274c4", + "id": "eb0f9eeb", "metadata": { "collapsed": false, "editable": true @@ -2145,7 +2147,7 @@ }, { "cell_type": "markdown", - "id": "355b35ac", + "id": "7eef8cc6", "metadata": { "editable": true }, @@ -2173,7 +2175,7 @@ }, { "cell_type": "markdown", - "id": "d9d13ce2", + "id": "929f1ffa", "metadata": { "editable": true }, @@ -2208,7 +2210,7 @@ }, { "cell_type": "markdown", - "id": "64784f38", + "id": "1cf95ac7", "metadata": { "editable": true }, @@ -2223,7 +2225,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "fceb7694", + "id": "ccf5197e", "metadata": { "collapsed": false, "editable": true @@ -2248,7 +2250,7 @@ }, { "cell_type": "markdown", - "id": "da51f783", + "id": "4bc3b8e7", "metadata": { "editable": true }, @@ -2264,7 +2266,7 @@ }, { "cell_type": "markdown", - "id": "ef854ca6", + "id": "832c9186", "metadata": { "editable": true }, @@ -2276,7 +2278,7 @@ }, { "cell_type": "markdown", - "id": "c8e8835b", + "id": "33936009", "metadata": { "editable": true }, @@ -2291,7 +2293,7 @@ }, { "cell_type": "markdown", - "id": "fbc07229", + "id": "a33c046a", "metadata": { "editable": true }, @@ -2303,7 +2305,7 @@ }, { "cell_type": "markdown", - "id": "bb62df5d", + "id": "0b6ecee9", "metadata": { "editable": true }, @@ -2313,7 +2315,7 @@ }, { "cell_type": "markdown", - "id": "4c498ad0", + "id": "9cfd4f52", "metadata": { "editable": true }, @@ -2325,7 +2327,7 @@ }, { "cell_type": "markdown", - "id": "81441ba4", + "id": "b74f5c3e", "metadata": { "editable": true }, @@ -2335,7 +2337,7 @@ }, { "cell_type": "markdown", - "id": "124df548", + "id": "0ef4d3fc", "metadata": { "editable": true }, @@ -2347,7 +2349,7 @@ }, { "cell_type": "markdown", - "id": "e25785d1", + "id": "b70ff7f6", "metadata": { "editable": true }, @@ -2360,7 +2362,7 @@ }, { "cell_type": "markdown", - "id": "404839b9", + "id": "b89a5aa4", "metadata": { "editable": true }, @@ -2372,7 +2374,7 @@ }, { "cell_type": "markdown", - "id": "bb5bdd6b", + "id": "a750db78", "metadata": { "editable": true }, @@ -2382,7 +2384,7 @@ }, { "cell_type": "markdown", - "id": "5598d263", + "id": "a0749f95", "metadata": { "editable": true }, @@ -2394,7 +2396,7 @@ }, { "cell_type": "markdown", - "id": "9132652b", + "id": "9eb89703", "metadata": { "editable": true }, @@ -2404,7 +2406,7 @@ }, { "cell_type": "markdown", - "id": "1365b94c", + "id": "f8c543ef", "metadata": { "editable": true }, @@ -2416,7 +2418,7 @@ }, { "cell_type": "markdown", - "id": "cb7c8167", + "id": "6defd473", "metadata": { "editable": true }, @@ -2426,7 +2428,7 @@ }, { "cell_type": "markdown", - "id": "208ca30e", + "id": "6a1c04c5", "metadata": { "editable": true }, @@ -2438,7 +2440,7 @@ }, { "cell_type": "markdown", - "id": "10dfd4c3", + "id": "8325061d", "metadata": { "editable": true }, @@ -2448,7 +2450,7 @@ }, { "cell_type": "markdown", - "id": "bc5cfcbc", + "id": "c5f5636b", "metadata": { "editable": true }, @@ -2460,7 +2462,7 @@ }, { "cell_type": "markdown", - "id": "847f8203", + "id": "42431c7f", "metadata": { "editable": true }, @@ -2470,7 +2472,7 @@ }, { "cell_type": "markdown", - "id": "84930833", + "id": "c3217f5c", "metadata": { "editable": true }, @@ -2482,7 +2484,7 @@ }, { "cell_type": "markdown", - "id": "944775f6", + "id": "8c7d335a", "metadata": { "editable": true }, @@ -2492,7 +2494,7 @@ }, { "cell_type": "markdown", - "id": "c6426939", + "id": "14c5de11", "metadata": { "editable": true }, @@ -2504,7 +2506,7 @@ }, { "cell_type": "markdown", - "id": "d519e968", + "id": "1ac2af74", "metadata": { "editable": true }, @@ -2516,7 +2518,7 @@ }, { "cell_type": "markdown", - "id": "ae7739e1", + "id": "c2eabe21", "metadata": { "editable": true }, @@ -2528,7 +2530,7 @@ }, { "cell_type": "markdown", - "id": "5a8a1c79", + "id": "cc162020", "metadata": { "editable": true }, @@ -2541,7 +2543,7 @@ }, { "cell_type": "markdown", - "id": "04a21948", + "id": "f95d9da9", "metadata": { "editable": true }, @@ -2553,7 +2555,7 @@ }, { "cell_type": "markdown", - "id": "afd80915", + "id": "ae14a0ff", "metadata": { "editable": true }, @@ -2563,7 +2565,7 @@ }, { "cell_type": "markdown", - "id": "fef77435", + "id": "35be5948", "metadata": { "editable": true }, @@ -2577,7 +2579,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "b2c7b169", + "id": "0a445f6b", "metadata": { "collapsed": false, "editable": true @@ -2674,7 +2676,7 @@ }, { "cell_type": "markdown", - "id": "66203e4b", + "id": "6fa524da", "metadata": { "editable": true }, @@ -2695,7 +2697,7 @@ }, { "cell_type": "markdown", - "id": "d7dc5df9", + "id": "b0b24191", "metadata": { "editable": true }, @@ -2707,7 +2709,7 @@ }, { "cell_type": "markdown", - "id": "7395835f", + "id": "bc926eb0", "metadata": { "editable": true }, @@ -2717,7 +2719,7 @@ }, { "cell_type": "markdown", - "id": "60806928", + "id": "6800d55a", "metadata": { "editable": true }, @@ -2729,7 +2731,7 @@ }, { "cell_type": "markdown", - "id": "a909b712", + "id": "a5a2bc56", "metadata": { "editable": true }, @@ -2739,7 +2741,7 @@ }, { "cell_type": "markdown", - "id": "8d18e46c", + "id": "9f8bb782", "metadata": { "editable": true }, @@ -2751,7 +2753,7 @@ }, { "cell_type": "markdown", - "id": "854c1143", + "id": "eb61b96e", "metadata": { "editable": true }, @@ -2767,7 +2769,7 @@ }, { "cell_type": "markdown", - "id": "beb68768", + "id": "9964eb38", "metadata": { "editable": true }, @@ -2777,7 +2779,7 @@ }, { "cell_type": "markdown", - "id": "b347ddc4", + "id": "975477ec", "metadata": { "editable": true }, @@ -2791,7 +2793,7 @@ }, { "cell_type": "markdown", - "id": "83eedaee", + "id": "6fd95915", "metadata": { "editable": true }, @@ -2803,7 +2805,7 @@ }, { "cell_type": "markdown", - "id": "93141ede", + "id": "1d2d81af", "metadata": { "editable": true }, @@ -2815,7 +2817,7 @@ }, { "cell_type": "markdown", - "id": "b56e4aae", + "id": "52e80563", "metadata": { "editable": true }, @@ -2827,7 +2829,7 @@ }, { "cell_type": "markdown", - "id": "7b8786cd", + "id": "c2a49d24", "metadata": { "editable": true }, @@ -2837,7 +2839,7 @@ }, { "cell_type": "markdown", - "id": "9b1e144e", + "id": "456c2700", "metadata": { "editable": true }, @@ -2849,7 +2851,7 @@ }, { "cell_type": "markdown", - "id": "7bbcfcdd", + "id": "61ba0800", "metadata": { "editable": true }, @@ -2859,7 +2861,7 @@ }, { "cell_type": "markdown", - "id": "cc6b0e61", + "id": "b963fbee", "metadata": { "editable": true }, @@ -2871,7 +2873,7 @@ }, { "cell_type": "markdown", - "id": "9b4ca163", + "id": "9c186cff", "metadata": { "editable": true }, @@ -2882,7 +2884,7 @@ }, { "cell_type": "markdown", - "id": "134842c5", + "id": "c141b391", "metadata": { "editable": true }, @@ -2894,7 +2896,7 @@ }, { "cell_type": "markdown", - "id": "ff68a71b", + "id": "8ce09acd", "metadata": { "editable": true }, @@ -2906,7 +2908,7 @@ }, { "cell_type": "markdown", - "id": "603e1e26", + "id": "c4e720ca", "metadata": { "editable": true }, @@ -2916,7 +2918,7 @@ }, { "cell_type": "markdown", - "id": "2c27369f", + "id": "40e2df4f", "metadata": { "editable": true }, @@ -2928,7 +2930,7 @@ }, { "cell_type": "markdown", - "id": "7d1d5968", + "id": "cb3a2e9b", "metadata": { "editable": true }, @@ -2940,7 +2942,7 @@ }, { "cell_type": "markdown", - "id": "6bde342e", + "id": "9801c7a5", "metadata": { "editable": true }, @@ -2950,7 +2952,7 @@ }, { "cell_type": "markdown", - "id": "88f8d2a7", + "id": "7a838563", "metadata": { "editable": true }, @@ -2962,7 +2964,7 @@ }, { "cell_type": "markdown", - "id": "4e582593", + "id": "43a676b1", "metadata": { "editable": true }, @@ -2972,7 +2974,7 @@ }, { "cell_type": "markdown", - "id": "2dbafc0d", + "id": "d86c3cfc", "metadata": { "editable": true }, @@ -2984,7 +2986,7 @@ }, { "cell_type": "markdown", - "id": "501cccad", + "id": "44b599d7", "metadata": { "editable": true }, @@ -2994,7 +2996,7 @@ }, { "cell_type": "markdown", - "id": "2ec4ea5d", + "id": "4b664ca3", "metadata": { "editable": true }, @@ -3034,7 +3036,7 @@ }, { "cell_type": "markdown", - "id": "ec818e84", + "id": "bb18d8d8", "metadata": { "editable": true }, @@ -3051,7 +3053,7 @@ }, { "cell_type": "markdown", - "id": "e6dd47f1", + "id": "0f774654", "metadata": { "editable": true }, @@ -3074,7 +3076,7 @@ }, { "cell_type": "markdown", - "id": "678c67e0", + "id": "cdda011c", "metadata": { "editable": true }, @@ -3091,7 +3093,7 @@ }, { "cell_type": "markdown", - "id": "6f1f1e94", + "id": "465d9501", "metadata": { "editable": true }, @@ -3110,7 +3112,7 @@ }, { "cell_type": "markdown", - "id": "d50203f6", + "id": "398e83e6", "metadata": { "editable": true }, @@ -3121,7 +3123,7 @@ }, { "cell_type": "markdown", - "id": "a2788063", + "id": "53f21048", "metadata": { "editable": true }, @@ -3133,7 +3135,7 @@ }, { "cell_type": "markdown", - "id": "8a2a5037", + "id": "9465f056", "metadata": { "editable": true }, @@ -3151,7 +3153,7 @@ }, { "cell_type": "markdown", - "id": "452f4b73", + "id": "2f461adf", "metadata": { "editable": true }, @@ -3167,7 +3169,7 @@ }, { "cell_type": "markdown", - "id": "1036fded", + "id": "2609e0d7", "metadata": { "editable": true }, @@ -3179,7 +3181,7 @@ }, { "cell_type": "markdown", - "id": "a6eb3cb0", + "id": "83b56810", "metadata": { "editable": true }, @@ -3189,7 +3191,7 @@ }, { "cell_type": "markdown", - "id": "0afd42b2", + "id": "0dab59af", "metadata": { "editable": true }, @@ -3204,7 +3206,7 @@ }, { "cell_type": "markdown", - "id": "26450218", + "id": "86cb439d", "metadata": { "editable": true }, @@ -3216,7 +3218,7 @@ }, { "cell_type": "markdown", - "id": "802bc201", + "id": "6b5afd9e", "metadata": { "editable": true }, @@ -3226,7 +3228,7 @@ }, { "cell_type": "markdown", - "id": "bc02b2fa", + "id": "23c7ba81", "metadata": { "editable": true }, @@ -3238,7 +3240,7 @@ }, { "cell_type": "markdown", - "id": "185ab84c", + "id": "cc068a02", "metadata": { "editable": true }, @@ -3248,7 +3250,7 @@ }, { "cell_type": "markdown", - "id": "c746b885", + "id": "94448e3c", "metadata": { "editable": true }, @@ -3260,7 +3262,7 @@ }, { "cell_type": "markdown", - "id": "a294baf7", + "id": "b677f7cc", "metadata": { "editable": true }, @@ -3272,7 +3274,7 @@ }, { "cell_type": "markdown", - "id": "e5d4e9c3", + "id": "d9a2c5c1", "metadata": { "editable": true }, @@ -3287,7 +3289,7 @@ }, { "cell_type": "markdown", - "id": "e4f7ca41", + "id": "5cd87a33", "metadata": { "editable": true }, @@ -3298,7 +3300,7 @@ }, { "cell_type": "markdown", - "id": "d6a90cc4", + "id": "f64f24bc", "metadata": { "editable": true }, @@ -3318,7 +3320,7 @@ }, { "cell_type": "markdown", - "id": "e2727d07", + "id": "755c5b4c", "metadata": { "editable": true }, @@ -3330,7 +3332,7 @@ }, { "cell_type": "markdown", - "id": "684e116c", + "id": "c177ca43", "metadata": { "editable": true }, @@ -3340,7 +3342,7 @@ }, { "cell_type": "markdown", - "id": "8fc63779", + "id": "a19c8c23", "metadata": { "editable": true }, @@ -3352,7 +3354,7 @@ }, { "cell_type": "markdown", - "id": "eb1cb628", + "id": "893e2353", "metadata": { "editable": true }, @@ -3381,7 +3383,7 @@ }, { "cell_type": "markdown", - "id": "b2a5f625", + "id": "b86415ff", "metadata": { "editable": true }, @@ -3408,7 +3410,7 @@ }, { "cell_type": "markdown", - "id": "e512e5fc", + "id": "ccfd7e2f", "metadata": { "editable": true }, @@ -3419,7 +3421,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "37c8fa03", + "id": "1235f513", "metadata": { "collapsed": false, "editable": true @@ -3459,7 +3461,7 @@ }, { "cell_type": "markdown", - "id": "ad3ad58c", + "id": "b3a18e97", "metadata": { "editable": true }, @@ -3476,7 +3478,7 @@ }, { "cell_type": "markdown", - "id": "28067528", + "id": "8729afc1", "metadata": { "editable": true }, @@ -3499,7 +3501,7 @@ }, { "cell_type": "markdown", - "id": "e6cfe3af", + "id": "f58150c7", "metadata": { "editable": true }, @@ -3513,7 +3515,7 @@ }, { "cell_type": "markdown", - "id": "951e86a2", + "id": "75ad45df", "metadata": { "editable": true }, @@ -3532,7 +3534,7 @@ }, { "cell_type": "markdown", - "id": "2ca90d77", + "id": "3b3b0d41", "metadata": { "editable": true }, @@ -3542,7 +3544,7 @@ }, { "cell_type": "markdown", - "id": "8b5b3190", + "id": "d26237a0", "metadata": { "editable": true }, @@ -3554,7 +3556,7 @@ }, { "cell_type": "markdown", - "id": "226aefc5", + "id": "0e532817", "metadata": { "editable": true }, @@ -3568,7 +3570,7 @@ }, { "cell_type": "markdown", - "id": "9b0b918e", + "id": "5b3e80ac", "metadata": { "editable": true }, @@ -3580,7 +3582,7 @@ }, { "cell_type": "markdown", - "id": "9ebc57e7", + "id": "8d8ac84e", "metadata": { "editable": true }, @@ -3590,7 +3592,7 @@ }, { "cell_type": "markdown", - "id": "2ee606b2", + "id": "ee9de6aa", "metadata": { "editable": true }, @@ -3602,7 +3604,7 @@ }, { "cell_type": "markdown", - "id": "d1346d6f", + "id": "c6c0698c", "metadata": { "editable": true }, @@ -3619,7 +3621,7 @@ }, { "cell_type": "markdown", - "id": "0f84592a", + "id": "0cda837b", "metadata": { "editable": true }, @@ -3629,7 +3631,7 @@ }, { "cell_type": "markdown", - "id": "9e6adc85", + "id": "67ee0e1a", "metadata": { "editable": true }, @@ -3645,7 +3647,7 @@ }, { "cell_type": "markdown", - "id": "a36da227", + "id": "72ed78bc", "metadata": { "editable": true }, @@ -3655,7 +3657,7 @@ }, { "cell_type": "markdown", - "id": "ba06213d", + "id": "5f1eafeb", "metadata": { "editable": true }, @@ -3671,7 +3673,7 @@ }, { "cell_type": "markdown", - "id": "d4555302", + "id": "ee5759c9", "metadata": { "editable": true }, @@ -3681,7 +3683,7 @@ }, { "cell_type": "markdown", - "id": "d77841a3", + "id": "cf62d941", "metadata": { "editable": true }, @@ -3697,7 +3699,7 @@ }, { "cell_type": "markdown", - "id": "6c2de388", + "id": "90b95e12", "metadata": { "editable": true }, @@ -3707,7 +3709,7 @@ }, { "cell_type": "markdown", - "id": "c84e2844", + "id": "00feffb3", "metadata": { "editable": true }, @@ -3724,7 +3726,7 @@ }, { "cell_type": "markdown", - "id": "25d5f3c1", + "id": "445f80f3", "metadata": { "editable": true }, @@ -3736,7 +3738,7 @@ }, { "cell_type": "markdown", - "id": "760fd310", + "id": "35bc3f22", "metadata": { "editable": true }, @@ -3748,7 +3750,7 @@ }, { "cell_type": "markdown", - "id": "15727737", + "id": "9ed5722b", "metadata": { "editable": true }, @@ -3760,7 +3762,7 @@ }, { "cell_type": "markdown", - "id": "79e7dbe0", + "id": "1b3e4a39", "metadata": { "editable": true }, @@ -3770,7 +3772,7 @@ }, { "cell_type": "markdown", - "id": "692af84b", + "id": "473f552d", "metadata": { "editable": true }, @@ -3782,7 +3784,7 @@ }, { "cell_type": "markdown", - "id": "5ac06038", + "id": "9d71cb49", "metadata": { "editable": true }, @@ -3794,7 +3796,7 @@ }, { "cell_type": "markdown", - "id": "84f62090", + "id": "70274400", "metadata": { "editable": true }, @@ -3806,7 +3808,7 @@ }, { "cell_type": "markdown", - "id": "648a06c6", + "id": "1ad896e4", "metadata": { "editable": true }, @@ -3816,7 +3818,7 @@ }, { "cell_type": "markdown", - "id": "1b24ebdd", + "id": "d7278e5d", "metadata": { "editable": true }, @@ -3828,7 +3830,7 @@ }, { "cell_type": "markdown", - "id": "6afc1cfc", + "id": "980e810f", "metadata": { "editable": true }, @@ -3838,7 +3840,7 @@ }, { "cell_type": "markdown", - "id": "64a44273", + "id": "d2ce7d3e", "metadata": { "editable": true }, @@ -3850,7 +3852,7 @@ }, { "cell_type": "markdown", - "id": "7d144a7b", + "id": "e108b08f", "metadata": { "editable": true }, @@ -3866,7 +3868,7 @@ }, { "cell_type": "markdown", - "id": "caecf78e", + "id": "be3ebcdd", "metadata": { "editable": true }, @@ -3878,7 +3880,7 @@ }, { "cell_type": "markdown", - "id": "3c4da055", + "id": "76bbe5e4", "metadata": { "editable": true }, @@ -3890,7 +3892,7 @@ }, { "cell_type": "markdown", - "id": "2ebd2570", + "id": "0f9c4f1d", "metadata": { "editable": true }, @@ -3900,7 +3902,7 @@ }, { "cell_type": "markdown", - "id": "4514b69b", + "id": "ed8be893", "metadata": { "editable": true }, @@ -3912,7 +3914,7 @@ }, { "cell_type": "markdown", - "id": "a04ccada", + "id": "e6593d3e", "metadata": { "editable": true }, @@ -3923,7 +3925,7 @@ }, { "cell_type": "markdown", - "id": "3617e958", + "id": "e39b1638", "metadata": { "editable": true }, @@ -3935,7 +3937,7 @@ }, { "cell_type": "markdown", - "id": "f64f493d", + "id": "52e608c4", "metadata": { "editable": true }, @@ -3945,7 +3947,7 @@ }, { "cell_type": "markdown", - "id": "5c573d07", + "id": "01000a72", "metadata": { "editable": true }, @@ -3957,7 +3959,7 @@ }, { "cell_type": "markdown", - "id": "8e0bfb30", + "id": "46d6dcbd", "metadata": { "editable": true }, @@ -3967,7 +3969,7 @@ }, { "cell_type": "markdown", - "id": "257e5898", + "id": "a77c857c", "metadata": { "editable": true }, @@ -3979,7 +3981,7 @@ }, { "cell_type": "markdown", - "id": "0da56313", + "id": "4a481ffb", "metadata": { "editable": true }, @@ -3990,7 +3992,7 @@ }, { "cell_type": "markdown", - "id": "41a75db9", + "id": "c2f6f636", "metadata": { "editable": true }, @@ -4002,7 +4004,7 @@ }, { "cell_type": "markdown", - "id": "8a8e5a46", + "id": "87300bde", "metadata": { "editable": true }, @@ -4020,7 +4022,7 @@ }, { "cell_type": "markdown", - "id": "a04b47f0", + "id": "760df852", "metadata": { "editable": true }, @@ -4036,7 +4038,7 @@ }, { "cell_type": "markdown", - "id": "9ee545c7", + "id": "759e2d3f", "metadata": { "editable": true }, @@ -4048,7 +4050,7 @@ }, { "cell_type": "markdown", - "id": "3041bf77", + "id": "ecc4bb98", "metadata": { "editable": true }, @@ -4060,7 +4062,7 @@ }, { "cell_type": "markdown", - "id": "6bc1fe2b", + "id": "eaa3e310", "metadata": { "editable": true }, @@ -4072,7 +4074,7 @@ }, { "cell_type": "markdown", - "id": "ec42454f", + "id": "6b5d285c", "metadata": { "editable": true }, @@ -4085,7 +4087,7 @@ }, { "cell_type": "markdown", - "id": "f345db41", + "id": "99a33264", "metadata": { "editable": true }, @@ -4101,7 +4103,7 @@ }, { "cell_type": "markdown", - "id": "6cf11009", + "id": "26e27e0d", "metadata": { "editable": true }, @@ -4115,7 +4117,7 @@ }, { "cell_type": "markdown", - "id": "3db5aa40", + "id": "de551b76", "metadata": { "editable": true }, @@ -4125,7 +4127,7 @@ }, { "cell_type": "markdown", - "id": "9451dfe8", + "id": "67fb62a0", "metadata": { "editable": true }, @@ -4137,7 +4139,7 @@ }, { "cell_type": "markdown", - "id": "3ae09f87", + "id": "8c427d6f", "metadata": { "editable": true }, @@ -4147,7 +4149,7 @@ }, { "cell_type": "markdown", - "id": "8aa75f2a", + "id": "5df1e767", "metadata": { "editable": true }, @@ -4159,7 +4161,7 @@ }, { "cell_type": "markdown", - "id": "fdd40ea0", + "id": "c2317b94", "metadata": { "editable": true }, @@ -4169,7 +4171,7 @@ }, { "cell_type": "markdown", - "id": "290b3b15", + "id": "348c3d5d", "metadata": { "editable": true }, @@ -4183,7 +4185,7 @@ }, { "cell_type": "markdown", - "id": "aba736ee", + "id": "1437d4e5", "metadata": { "editable": true }, @@ -4200,7 +4202,7 @@ }, { "cell_type": "markdown", - "id": "e255a496", + "id": "1d3ab300", "metadata": { "editable": true }, @@ -4216,7 +4218,7 @@ }, { "cell_type": "markdown", - "id": "8f222047", + "id": "488b3cd3", "metadata": { "editable": true }, @@ -4228,7 +4230,7 @@ }, { "cell_type": "markdown", - "id": "e973349b", + "id": "d6f8e22e", "metadata": { "editable": true }, @@ -4241,7 +4243,7 @@ }, { "cell_type": "markdown", - "id": "569c1192", + "id": "1ec5c7e8", "metadata": { "editable": true }, @@ -4255,7 +4257,7 @@ }, { "cell_type": "markdown", - "id": "e4db32c5", + "id": "5baa06c2", "metadata": { "editable": true }, @@ -4265,7 +4267,7 @@ }, { "cell_type": "markdown", - "id": "b73e62b3", + "id": "494ba35f", "metadata": { "editable": true }, @@ -4278,7 +4280,7 @@ }, { "cell_type": "markdown", - "id": "f43a5426", + "id": "92ee4c27", "metadata": { "editable": true }, @@ -4297,7 +4299,7 @@ }, { "cell_type": "markdown", - "id": "5993fdc5", + "id": "a94fe01b", "metadata": { "editable": true }, @@ -4309,7 +4311,7 @@ }, { "cell_type": "markdown", - "id": "01c8a983", + "id": "5f91b71b", "metadata": { "editable": true }, @@ -4321,7 +4323,7 @@ }, { "cell_type": "markdown", - "id": "3143334e", + "id": "2deeff06", "metadata": { "editable": true }, @@ -4331,7 +4333,7 @@ }, { "cell_type": "markdown", - "id": "a6265082", + "id": "2ec6e49c", "metadata": { "editable": true }, @@ -4343,7 +4345,7 @@ }, { "cell_type": "markdown", - "id": "36d2d109", + "id": "6074047b", "metadata": { "editable": true }, @@ -4356,7 +4358,7 @@ }, { "cell_type": "markdown", - "id": "159a6a05", + "id": "583b9fcb", "metadata": { "editable": true }, @@ -4375,7 +4377,7 @@ }, { "cell_type": "markdown", - "id": "12ece341", + "id": "f4581410", "metadata": { "editable": true }, @@ -4385,7 +4387,7 @@ }, { "cell_type": "markdown", - "id": "25523959", + "id": "b9e52381", "metadata": { "editable": true }, @@ -4404,7 +4406,7 @@ }, { "cell_type": "markdown", - "id": "7ace3820", + "id": "4d1c2b42", "metadata": { "editable": true }, @@ -4422,7 +4424,7 @@ }, { "cell_type": "markdown", - "id": "92bb4f98", + "id": "c33936ea", "metadata": { "editable": true }, @@ -4436,7 +4438,7 @@ }, { "cell_type": "markdown", - "id": "b4493a0b", + "id": "a92db40c", "metadata": { "editable": true }, @@ -4451,7 +4453,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "efe3f0af", + "id": "1d484b1a", "metadata": { "collapsed": false, "editable": true @@ -4472,7 +4474,7 @@ }, { "cell_type": "markdown", - "id": "75a9ff2d", + "id": "f1efc5cc", "metadata": { "editable": true }, @@ -4489,7 +4491,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "28f8fc04", + "id": "55c5d883", "metadata": { "collapsed": false, "editable": true @@ -4521,7 +4523,7 @@ }, { "cell_type": "markdown", - "id": "7743598c", + "id": "3e3b510f", "metadata": { "editable": true }, @@ -4535,7 +4537,7 @@ }, { "cell_type": "markdown", - "id": "e0e68566", + "id": "b3a3e0ae", "metadata": { "editable": true }, @@ -4548,7 +4550,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "8b56c3be", + "id": "9a8a80ad", "metadata": { "collapsed": false, "editable": true @@ -4573,7 +4575,7 @@ }, { "cell_type": "markdown", - "id": "07945247", + "id": "fc0734ea", "metadata": { "editable": true }, @@ -4583,7 +4585,7 @@ }, { "cell_type": "markdown", - "id": "51a5cdf3", + "id": "9700888c", "metadata": { "editable": true }, @@ -4594,7 +4596,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "38f4cd88", + "id": "dab4252f", "metadata": { "collapsed": false, "editable": true @@ -4648,7 +4650,7 @@ }, { "cell_type": "markdown", - "id": "7df57f7b", + "id": "53c3ac53", "metadata": { "editable": true }, @@ -4665,7 +4667,7 @@ }, { "cell_type": "markdown", - "id": "31db2a95", + "id": "8ad7a502", "metadata": { "editable": true }, @@ -4677,7 +4679,7 @@ }, { "cell_type": "markdown", - "id": "85756676", + "id": "ddbefb6f", "metadata": { "editable": true }, @@ -4689,7 +4691,7 @@ }, { "cell_type": "markdown", - "id": "1150068f", + "id": "72b21cd9", "metadata": { "editable": true }, @@ -4699,7 +4701,7 @@ }, { "cell_type": "markdown", - "id": "f14eddf9", + "id": "6dfd8847", "metadata": { "editable": true }, @@ -4716,7 +4718,7 @@ }, { "cell_type": "markdown", - "id": "ebeff73f", + "id": "c10bb802", "metadata": { "editable": true }, @@ -4726,7 +4728,7 @@ }, { "cell_type": "markdown", - "id": "cf21c300", + "id": "071695ba", "metadata": { "editable": true }, @@ -4741,7 +4743,7 @@ }, { "cell_type": "markdown", - "id": "457cef97", + "id": "3135bc9f", "metadata": { "editable": true }, @@ -4751,7 +4753,7 @@ }, { "cell_type": "markdown", - "id": "56f17653", + "id": "559c3334", "metadata": { "editable": true }, @@ -4765,7 +4767,7 @@ }, { "cell_type": "markdown", - "id": "bf1d5747", + "id": "985ab47a", "metadata": { "editable": true }, @@ -4777,7 +4779,7 @@ }, { "cell_type": "markdown", - "id": "d0b7a8cc", + "id": "df9e9129", "metadata": { "editable": true }, @@ -4789,7 +4791,7 @@ }, { "cell_type": "markdown", - "id": "fee47f66", + "id": "5f021577", "metadata": { "editable": true }, @@ -4801,7 +4803,7 @@ }, { "cell_type": "markdown", - "id": "98cf8e30", + "id": "17411592", "metadata": { "editable": true }, @@ -4811,7 +4813,7 @@ }, { "cell_type": "markdown", - "id": "031ce173", + "id": "0220cad7", "metadata": { "editable": true }, @@ -4823,7 +4825,7 @@ }, { "cell_type": "markdown", - "id": "0402f670", + "id": "fe54b873", "metadata": { "editable": true }, @@ -4833,7 +4835,7 @@ }, { "cell_type": "markdown", - "id": "0d670cb5", + "id": "1ae147af", "metadata": { "editable": true }, @@ -4850,7 +4852,7 @@ }, { "cell_type": "markdown", - "id": "5069d542", + "id": "8a99bf63", "metadata": { "editable": true }, @@ -4860,7 +4862,7 @@ }, { "cell_type": "markdown", - "id": "0c696f04", + "id": "847e200e", "metadata": { "editable": true }, @@ -4872,7 +4874,7 @@ }, { "cell_type": "markdown", - "id": "0517191b", + "id": "f4550f05", "metadata": { "editable": true }, @@ -4882,7 +4884,7 @@ }, { "cell_type": "markdown", - "id": "79dcebd3", + "id": "374bbe1e", "metadata": { "editable": true }, @@ -4894,7 +4896,7 @@ }, { "cell_type": "markdown", - "id": "e89632a5", + "id": "cbd806ca", "metadata": { "editable": true }, @@ -4908,7 +4910,7 @@ }, { "cell_type": "markdown", - "id": "eaabec31", + "id": "f4ba0b4b", "metadata": { "editable": true }, @@ -4920,7 +4922,7 @@ }, { "cell_type": "markdown", - "id": "d7408110", + "id": "28abe6ad", "metadata": { "editable": true }, @@ -4942,7 +4944,7 @@ }, { "cell_type": "markdown", - "id": "4cd10d3c", + "id": "3aeee40f", "metadata": { "editable": true }, @@ -4954,7 +4956,7 @@ }, { "cell_type": "markdown", - "id": "175bdafd", + "id": "07d259ef", "metadata": { "editable": true }, @@ -4969,7 +4971,7 @@ }, { "cell_type": "markdown", - "id": "75264d16", + "id": "5924f2d7", "metadata": { "editable": true }, @@ -4981,7 +4983,7 @@ }, { "cell_type": "markdown", - "id": "2131ceba", + "id": "c6b062c4", "metadata": { "editable": true }, @@ -4993,7 +4995,7 @@ }, { "cell_type": "markdown", - "id": "8de36a62", + "id": "7b4ec568", "metadata": { "editable": true }, @@ -5003,7 +5005,7 @@ }, { "cell_type": "markdown", - "id": "46bd640d", + "id": "80c8cc4e", "metadata": { "editable": true }, @@ -5015,7 +5017,7 @@ }, { "cell_type": "markdown", - "id": "676896ee", + "id": "ab27d137", "metadata": { "editable": true }, @@ -5025,7 +5027,7 @@ }, { "cell_type": "markdown", - "id": "546e7ac1", + "id": "7c900297", "metadata": { "editable": true }, @@ -5037,7 +5039,7 @@ }, { "cell_type": "markdown", - "id": "0d832ff8", + "id": "f56e4736", "metadata": { "editable": true }, @@ -5047,7 +5049,7 @@ }, { "cell_type": "markdown", - "id": "324ced82", + "id": "f4ee8fd2", "metadata": { "editable": true }, @@ -5059,7 +5061,7 @@ }, { "cell_type": "markdown", - "id": "2b6f83ad", + "id": "c753a5f9", "metadata": { "editable": true }, @@ -5076,7 +5078,7 @@ }, { "cell_type": "markdown", - "id": "06b9b073", + "id": "4769b420", "metadata": { "editable": true }, @@ -5089,7 +5091,7 @@ }, { "cell_type": "markdown", - "id": "0c49b295", + "id": "b02c0550", "metadata": { "editable": true }, @@ -5101,7 +5103,7 @@ }, { "cell_type": "markdown", - "id": "cd7bd0f8", + "id": "16ec4c24", "metadata": { "editable": true }, @@ -5111,7 +5113,7 @@ }, { "cell_type": "markdown", - "id": "b378b12f", + "id": "201d905c", "metadata": { "editable": true }, @@ -5124,7 +5126,7 @@ }, { "cell_type": "markdown", - "id": "1c67c0df", + "id": "6f63bcc7", "metadata": { "editable": true }, @@ -5134,7 +5136,7 @@ }, { "cell_type": "markdown", - "id": "a3c17bac", + "id": "0e39045a", "metadata": { "editable": true }, @@ -5146,7 +5148,7 @@ }, { "cell_type": "markdown", - "id": "7729be1e", + "id": "28779e57", "metadata": { "editable": true }, @@ -5159,7 +5161,7 @@ }, { "cell_type": "markdown", - "id": "45a6a073", + "id": "d7d76fd0", "metadata": { "editable": true }, @@ -5172,7 +5174,7 @@ }, { "cell_type": "markdown", - "id": "383bae8d", + "id": "a2113041", "metadata": { "editable": true }, @@ -5184,7 +5186,7 @@ }, { "cell_type": "markdown", - "id": "a1b1aaf3", + "id": "41d877da", "metadata": { "editable": true }, @@ -5196,7 +5198,7 @@ }, { "cell_type": "markdown", - "id": "7d8c37fc", + "id": "f7beeed5", "metadata": { "editable": true }, @@ -5206,7 +5208,7 @@ }, { "cell_type": "markdown", - "id": "ceeda413", + "id": "6dc01d3f", "metadata": { "editable": true }, @@ -5219,7 +5221,7 @@ }, { "cell_type": "markdown", - "id": "656442dd", + "id": "8fbaf3ed", "metadata": { "editable": true }, @@ -5231,7 +5233,7 @@ }, { "cell_type": "markdown", - "id": "4d499055", + "id": "200e98c8", "metadata": { "editable": true }, @@ -5243,7 +5245,7 @@ }, { "cell_type": "markdown", - "id": "aaf5022c", + "id": "7ac27cfd", "metadata": { "editable": true }, @@ -5255,7 +5257,7 @@ }, { "cell_type": "markdown", - "id": "e90d75ca", + "id": "bf696c60", "metadata": { "editable": true }, @@ -5267,7 +5269,7 @@ }, { "cell_type": "markdown", - "id": "045749a2", + "id": "1d4bcd70", "metadata": { "editable": true }, @@ -5281,7 +5283,7 @@ }, { "cell_type": "markdown", - "id": "e156443c", + "id": "516462d4", "metadata": { "editable": true }, @@ -5293,7 +5295,7 @@ }, { "cell_type": "markdown", - "id": "c573690a", + "id": "9ce7b51b", "metadata": { "editable": true }, @@ -5303,7 +5305,7 @@ }, { "cell_type": "markdown", - "id": "fc05048f", + "id": "b0cec572", "metadata": { "editable": true }, @@ -5315,7 +5317,7 @@ }, { "cell_type": "markdown", - "id": "eb522023", + "id": "67b0fa4b", "metadata": { "editable": true }, @@ -5327,7 +5329,7 @@ }, { "cell_type": "markdown", - "id": "bbbd9f61", + "id": "ee32bb17", "metadata": { "editable": true }, @@ -5339,7 +5341,7 @@ }, { "cell_type": "markdown", - "id": "ed3ba8af", + "id": "78f724ed", "metadata": { "editable": true }, @@ -5351,7 +5353,7 @@ }, { "cell_type": "markdown", - "id": "6cc20515", + "id": "8cb8bdac", "metadata": { "editable": true }, @@ -5363,7 +5365,7 @@ }, { "cell_type": "markdown", - "id": "1d404bb0", + "id": "89e76a8c", "metadata": { "editable": true }, @@ -5382,7 +5384,7 @@ }, { "cell_type": "markdown", - "id": "cdf2604c", + "id": "109178a9", "metadata": { "editable": true }, @@ -5394,7 +5396,7 @@ }, { "cell_type": "markdown", - "id": "baae491b", + "id": "5533200d", "metadata": { "editable": true }, @@ -5404,7 +5406,7 @@ }, { "cell_type": "markdown", - "id": "e5eb23cb", + "id": "c9af410a", "metadata": { "editable": true }, @@ -5416,7 +5418,7 @@ }, { "cell_type": "markdown", - "id": "7358d855", + "id": "f14775b0", "metadata": { "editable": true }, @@ -5426,7 +5428,7 @@ }, { "cell_type": "markdown", - "id": "9373ba9a", + "id": "7712331b", "metadata": { "editable": true }, @@ -5438,7 +5440,7 @@ }, { "cell_type": "markdown", - "id": "52d4c6fc", + "id": "81c01b03", "metadata": { "editable": true }, @@ -5450,7 +5452,7 @@ }, { "cell_type": "markdown", - "id": "49ab8959", + "id": "f2b34266", "metadata": { "editable": true }, @@ -5466,7 +5468,7 @@ }, { "cell_type": "markdown", - "id": "e14127d1", + "id": "2e0b093d", "metadata": { "editable": true }, @@ -5478,7 +5480,7 @@ }, { "cell_type": "markdown", - "id": "2a8e0214", + "id": "8f16e085", "metadata": { "editable": true }, @@ -5490,7 +5492,7 @@ }, { "cell_type": "markdown", - "id": "f93af579", + "id": "5ad5bae5", "metadata": { "editable": true }, @@ -5500,7 +5502,7 @@ }, { "cell_type": "markdown", - "id": "a9ad1c0a", + "id": "763aafea", "metadata": { "editable": true }, @@ -5512,7 +5514,7 @@ }, { "cell_type": "markdown", - "id": "fdfaa9e2", + "id": "7344b28f", "metadata": { "editable": true }, @@ -5522,7 +5524,7 @@ }, { "cell_type": "markdown", - "id": "fc730aaf", + "id": "bd0aa93e", "metadata": { "editable": true }, @@ -5534,7 +5536,7 @@ }, { "cell_type": "markdown", - "id": "b5b93bb8", + "id": "58b92564", "metadata": { "editable": true }, @@ -5551,7 +5553,7 @@ }, { "cell_type": "markdown", - "id": "c9404310", + "id": "9c8672be", "metadata": { "editable": true }, @@ -5563,7 +5565,7 @@ }, { "cell_type": "markdown", - "id": "aaf3962a", + "id": "11590d10", "metadata": { "editable": true }, @@ -5575,7 +5577,7 @@ }, { "cell_type": "markdown", - "id": "34e1c59a", + "id": "4c46b518", "metadata": { "editable": true }, @@ -5585,7 +5587,7 @@ }, { "cell_type": "markdown", - "id": "d073b85b", + "id": "b0da6a21", "metadata": { "editable": true }, @@ -5597,7 +5599,7 @@ }, { "cell_type": "markdown", - "id": "af6d4ca2", + "id": "9b34e073", "metadata": { "editable": true }, @@ -5607,7 +5609,7 @@ }, { "cell_type": "markdown", - "id": "371ce85c", + "id": "029f1aa5", "metadata": { "editable": true }, @@ -5619,7 +5621,7 @@ }, { "cell_type": "markdown", - "id": "dc48969c", + "id": "49079af3", "metadata": { "editable": true }, @@ -5629,7 +5631,7 @@ }, { "cell_type": "markdown", - "id": "e65f850f", + "id": "735e9f4c", "metadata": { "editable": true }, @@ -5641,7 +5643,7 @@ }, { "cell_type": "markdown", - "id": "d4c943d8", + "id": "fccfd6ca", "metadata": { "editable": true }, @@ -5651,7 +5653,7 @@ }, { "cell_type": "markdown", - "id": "d89c0b51", + "id": "2aa75180", "metadata": { "editable": true }, @@ -5663,7 +5665,7 @@ }, { "cell_type": "markdown", - "id": "decb5e89", + "id": "bad889e8", "metadata": { "editable": true }, diff --git a/doc/src/week35/week35.do.txt b/doc/src/week35/week35.do.txt index c96e9729d..9a5427154 100644 --- a/doc/src/week35/week35.do.txt +++ b/doc/src/week35/week35.do.txt @@ -17,6 +17,7 @@ o Monday: Ridge and Lasso regression and Singular Value Decomposition === Reading recommendations: === o These lecture notes + o "Video of lecture":"https://youtu.be/VKakN-e4aUA" o Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background) o Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4. o For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.