From 461cc4bf54c9254a3f56269833fbe2605f07881d Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 21 Aug 2023 09:52:47 +0200 Subject: [PATCH] update --- doc/pub/week34/html/._week34-bs009.html | 3 +- doc/pub/week34/html/week34-reveal.html | 3 +- doc/pub/week34/html/week34-solarized.html | 3 +- doc/pub/week34/html/week34.html | 3 +- doc/pub/week34/ipynb/ipynb-week34-src.tar.gz | Bin 103516 -> 103516 bytes doc/pub/week34/ipynb/week34.ipynb | 606 ++++++++++--------- doc/src/week34/week34.do.txt | 3 +- 7 files changed, 314 insertions(+), 307 deletions(-) diff --git a/doc/pub/week34/html/._week34-bs009.html b/doc/pub/week34/html/._week34-bs009.html index 262f98ef6..e078d37db 100644 --- a/doc/pub/week34/html/._week34-bs009.html +++ b/doc/pub/week34/html/._week34-bs009.html @@ -362,7 +362,8 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week34/html/week34-reveal.html b/doc/pub/week34/html/week34-reveal.html index d2ce03a1d..37131beae 100644 --- a/doc/pub/week34/html/week34-reveal.html +++ b/doc/pub/week34/html/week34-reveal.html @@ -347,7 +347,8 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week34/html/week34-solarized.html b/doc/pub/week34/html/week34-solarized.html index c63d3e7e9..e08c54e1d 100644 --- a/doc/pub/week34/html/week34-solarized.html +++ b/doc/pub/week34/html/week34-solarized.html @@ -425,7 +425,8 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week34/html/week34.html b/doc/pub/week34/html/week34.html index a084049f9..d080ab46d 100644 --- a/doc/pub/week34/html/week34.html +++ b/doc/pub/week34/html/week34.html @@ -502,7 +502,8 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz b/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz index 1b9c8df0235799cb4d5cea781fc0379c39975bef..9fc90c8c7c4c189f15fc2f764104deeb3629f1b5 100644 GIT binary patch delta 20 ccmcb!g6+-.* Aurelien Geron (AG), Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly, This text is very useful since it contains many code examples and hands-on applications of all algorithms discussed in this course.\n", + "* \"Hastie, Tibshirani, and Friedman (HTF), The Elements of Statistical Learning, Springer, .\n", + "\n", + "* [Aurelien Geron (AG), Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly](https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/). This text is very useful since it contains many code examples and hands-on applications of all algorithms discussed in this course.\n", "\n", "* [Kevin Murphy (KM), Probabilistic Machine Learning, an Introduction](https://probml.github.io/pml-book/book1.html)" ] }, { "cell_type": "markdown", - "id": "853104fe", + "id": "2021bdef", "metadata": { "editable": true }, @@ -219,7 +221,7 @@ }, { "cell_type": "markdown", - "id": "365738a4", + "id": "49bab979", "metadata": { "editable": true }, @@ -239,7 +241,7 @@ }, { "cell_type": "markdown", - "id": "9a5404b2", + "id": "37824693", "metadata": { "editable": true }, @@ -257,7 +259,7 @@ }, { "cell_type": "markdown", - "id": "e13ecff8", + "id": "7c76aef3", "metadata": { "editable": true }, @@ -282,7 +284,7 @@ }, { "cell_type": "markdown", - "id": "ac16b647", + "id": "8e5bd12b", "metadata": { "editable": true }, @@ -318,7 +320,7 @@ }, { "cell_type": "markdown", - "id": "98ae506a", + "id": "d55e3e0c", "metadata": { "editable": true }, @@ -334,7 +336,7 @@ }, { "cell_type": "markdown", - "id": "52da3685", + "id": "5a1432e2", "metadata": { "editable": true }, @@ -356,7 +358,7 @@ }, { "cell_type": "markdown", - "id": "d6a03858", + "id": "ae092edc", "metadata": { "editable": true }, @@ -374,7 +376,7 @@ }, { "cell_type": "markdown", - "id": "bb6ed9d3", + "id": "fcf40876", "metadata": { "editable": true }, @@ -418,7 +420,7 @@ }, { "cell_type": "markdown", - "id": "9fdc6fb1", + "id": "85f01382", "metadata": { "editable": true }, @@ -461,7 +463,7 @@ }, { "cell_type": "markdown", - "id": "7bb5f257", + "id": "b63501be", "metadata": { "editable": true }, @@ -481,7 +483,7 @@ }, { "cell_type": "markdown", - "id": "9b68bf0b", + "id": "89767326", "metadata": { "editable": true }, @@ -554,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "6296e4c0", + "id": "00b5477b", "metadata": { "editable": true }, @@ -583,7 +585,7 @@ }, { "cell_type": "markdown", - "id": "995e96c6", + "id": "73ccaec4", "metadata": { "editable": true }, @@ -601,7 +603,7 @@ }, { "cell_type": "markdown", - "id": "dd67cb6d", + "id": "e33db855", "metadata": { "editable": true }, @@ -613,7 +615,7 @@ }, { "cell_type": "markdown", - "id": "d56d58a6", + "id": "db1180bd", "metadata": { "editable": true }, @@ -648,7 +650,7 @@ }, { "cell_type": "markdown", - "id": "d69fefef", + "id": "20af446b", "metadata": { "editable": true }, @@ -678,7 +680,7 @@ }, { "cell_type": "markdown", - "id": "6cf5b0e0", + "id": "b040b1ad", "metadata": { "editable": true }, @@ -709,7 +711,7 @@ }, { "cell_type": "markdown", - "id": "e9c7f0d0", + "id": "a5167549", "metadata": { "editable": true }, @@ -748,7 +750,7 @@ }, { "cell_type": "markdown", - "id": "adede385", + "id": "5709f7c5", "metadata": { "editable": true }, @@ -781,7 +783,7 @@ }, { "cell_type": "markdown", - "id": "93e69939", + "id": "9c9751b3", "metadata": { "editable": true }, @@ -816,7 +818,7 @@ }, { "cell_type": "markdown", - "id": "dc6cd147", + "id": "40f15d8c", "metadata": { "editable": true }, @@ -840,7 +842,7 @@ }, { "cell_type": "markdown", - "id": "1f34c912", + "id": "7da10190", "metadata": { "editable": true }, @@ -867,7 +869,7 @@ }, { "cell_type": "markdown", - "id": "f831f870", + "id": "47c8b0bd", "metadata": { "editable": true }, @@ -877,7 +879,7 @@ }, { "cell_type": "markdown", - "id": "6613fea3", + "id": "1ef5ab62", "metadata": { "editable": true }, @@ -889,7 +891,7 @@ }, { "cell_type": "markdown", - "id": "6901b773", + "id": "db8e8e50", "metadata": { "editable": true }, @@ -910,7 +912,7 @@ }, { "cell_type": "markdown", - "id": "ed64de6a", + "id": "b0c90364", "metadata": { "editable": true }, @@ -922,7 +924,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "fd736ca5", + "id": "12cd2d55", "metadata": { "collapsed": false, "editable": true @@ -934,7 +936,7 @@ }, { "cell_type": "markdown", - "id": "db138349", + "id": "9c143470", "metadata": { "editable": true }, @@ -945,7 +947,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "451fbe2a", + "id": "1dcbc58c", "metadata": { "collapsed": false, "editable": true @@ -959,7 +961,7 @@ }, { "cell_type": "markdown", - "id": "97b3051c", + "id": "fbe9a973", "metadata": { "editable": true }, @@ -971,7 +973,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "358f5227", + "id": "5ff7879d", "metadata": { "collapsed": false, "editable": true @@ -985,7 +987,7 @@ }, { "cell_type": "markdown", - "id": "b854664c", + "id": "366fd348", "metadata": { "editable": true }, @@ -997,7 +999,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "43c3e9a3", + "id": "a5507048", "metadata": { "collapsed": false, "editable": true @@ -1011,7 +1013,7 @@ }, { "cell_type": "markdown", - "id": "f1dcaf39", + "id": "3070b0a1", "metadata": { "editable": true }, @@ -1028,7 +1030,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "83cc5643", + "id": "7b720571", "metadata": { "collapsed": false, "editable": true @@ -1045,7 +1047,7 @@ }, { "cell_type": "markdown", - "id": "0ce4b209", + "id": "9f01eb02", "metadata": { "editable": true }, @@ -1057,7 +1059,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "a12239f4", + "id": "e9ead227", "metadata": { "collapsed": false, "editable": true @@ -1071,7 +1073,7 @@ }, { "cell_type": "markdown", - "id": "b4804a4e", + "id": "2f8a395a", "metadata": { "editable": true }, @@ -1082,7 +1084,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "c45c13d7", + "id": "ed9f7825", "metadata": { "collapsed": false, "editable": true @@ -1096,7 +1098,7 @@ }, { "cell_type": "markdown", - "id": "6b156258", + "id": "1681d47b", "metadata": { "editable": true }, @@ -1107,7 +1109,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "3280e223", + "id": "55f84e2b", "metadata": { "collapsed": false, "editable": true @@ -1121,7 +1123,7 @@ }, { "cell_type": "markdown", - "id": "37ca5d54", + "id": "bdf1309f", "metadata": { "editable": true }, @@ -1136,7 +1138,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "37bba292", + "id": "e2973045", "metadata": { "collapsed": false, "editable": true @@ -1150,7 +1152,7 @@ }, { "cell_type": "markdown", - "id": "82cff10d", + "id": "abe0e906", "metadata": { "editable": true }, @@ -1161,7 +1163,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "c0b2fd87", + "id": "f7d008b5", "metadata": { "collapsed": false, "editable": true @@ -1176,7 +1178,7 @@ }, { "cell_type": "markdown", - "id": "02228f77", + "id": "264a9703", "metadata": { "editable": true }, @@ -1187,7 +1189,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "2926a8de", + "id": "7d44c9d9", "metadata": { "collapsed": false, "editable": true @@ -1202,7 +1204,7 @@ }, { "cell_type": "markdown", - "id": "fac7a925", + "id": "acd0699b", "metadata": { "editable": true }, @@ -1213,7 +1215,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "c782a7e9", + "id": "59f208d5", "metadata": { "collapsed": false, "editable": true @@ -1229,7 +1231,7 @@ }, { "cell_type": "markdown", - "id": "7ebc3276", + "id": "de7ee67e", "metadata": { "editable": true }, @@ -1240,7 +1242,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "89246834", + "id": "02e0b7ef", "metadata": { "collapsed": false, "editable": true @@ -1256,7 +1258,7 @@ }, { "cell_type": "markdown", - "id": "7ef171d9", + "id": "89b5c86c", "metadata": { "editable": true }, @@ -1267,7 +1269,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "552c67bb", + "id": "18dc7c2f", "metadata": { "collapsed": false, "editable": true @@ -1283,7 +1285,7 @@ }, { "cell_type": "markdown", - "id": "f76a59a7", + "id": "75ff9031", "metadata": { "editable": true }, @@ -1295,7 +1297,7 @@ }, { "cell_type": "markdown", - "id": "ac150476", + "id": "57c126c6", "metadata": { "editable": true }, @@ -1310,7 +1312,7 @@ }, { "cell_type": "markdown", - "id": "9cae4381", + "id": "c57209c1", "metadata": { "editable": true }, @@ -1320,7 +1322,7 @@ }, { "cell_type": "markdown", - "id": "173a5459", + "id": "e8041d1a", "metadata": { "editable": true }, @@ -1332,7 +1334,7 @@ }, { "cell_type": "markdown", - "id": "612cc291", + "id": "a80ce859", "metadata": { "editable": true }, @@ -1343,7 +1345,7 @@ }, { "cell_type": "markdown", - "id": "339f8a0d", + "id": "e98deea8", "metadata": { "editable": true }, @@ -1358,7 +1360,7 @@ }, { "cell_type": "markdown", - "id": "9d767750", + "id": "9863f7c2", "metadata": { "editable": true }, @@ -1373,7 +1375,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "627bd1c1", + "id": "9e795033", "metadata": { "collapsed": false, "editable": true @@ -1400,7 +1402,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "1477c6e3", + "id": "a1061443", "metadata": { "collapsed": false, "editable": true @@ -1424,7 +1426,7 @@ }, { "cell_type": "markdown", - "id": "943b443e", + "id": "d05d883a", "metadata": { "editable": true }, @@ -1450,7 +1452,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "9e1a20c7", + "id": "998cc768", "metadata": { "collapsed": false, "editable": true @@ -1470,7 +1472,7 @@ }, { "cell_type": "markdown", - "id": "4bbaeffc", + "id": "ad6b0cbc", "metadata": { "editable": true }, @@ -1484,7 +1486,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "95d8bc36", + "id": "d349ea0e", "metadata": { "collapsed": false, "editable": true @@ -1497,7 +1499,7 @@ }, { "cell_type": "markdown", - "id": "20b4e139", + "id": "0368eeb1", "metadata": { "editable": true }, @@ -1508,7 +1510,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "336a5212", + "id": "b56f9981", "metadata": { "collapsed": false, "editable": true @@ -1520,7 +1522,7 @@ }, { "cell_type": "markdown", - "id": "fc24df8a", + "id": "758b3491", "metadata": { "editable": true }, @@ -1531,7 +1533,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "c9b1c647", + "id": "a41918a4", "metadata": { "collapsed": false, "editable": true @@ -1549,7 +1551,7 @@ }, { "cell_type": "markdown", - "id": "3f915ed1", + "id": "adf7ed62", "metadata": { "editable": true }, @@ -1561,7 +1563,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "375e8dcb", + "id": "d78fdc6d", "metadata": { "collapsed": false, "editable": true @@ -1585,7 +1587,7 @@ }, { "cell_type": "markdown", - "id": "6b0380e3", + "id": "1f19cd02", "metadata": { "editable": true }, @@ -1596,7 +1598,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "dd0539a9", + "id": "ccbe92b7", "metadata": { "collapsed": false, "editable": true @@ -1625,7 +1627,7 @@ }, { "cell_type": "markdown", - "id": "45898bd9", + "id": "9052d2f0", "metadata": { "editable": true }, @@ -1636,7 +1638,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "1d44fad7", + "id": "671eeb27", "metadata": { "collapsed": false, "editable": true @@ -1651,7 +1653,7 @@ }, { "cell_type": "markdown", - "id": "fdb972f2", + "id": "f3b2f791", "metadata": { "editable": true }, @@ -1668,7 +1670,7 @@ }, { "cell_type": "markdown", - "id": "920c7698", + "id": "2ebc1a3f", "metadata": { "editable": true }, @@ -1699,7 +1701,7 @@ }, { "cell_type": "markdown", - "id": "32815456", + "id": "33bc4e37", "metadata": { "editable": true }, @@ -1711,7 +1713,7 @@ }, { "cell_type": "markdown", - "id": "d9450568", + "id": "312d7799", "metadata": { "editable": true }, @@ -1739,7 +1741,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "9fa4bbcb", + "id": "416dbb84", "metadata": { "collapsed": false, "editable": true @@ -1769,7 +1771,7 @@ }, { "cell_type": "markdown", - "id": "8f260181", + "id": "d3ec9f08", "metadata": { "editable": true }, @@ -1786,7 +1788,7 @@ }, { "cell_type": "markdown", - "id": "b38a5e72", + "id": "d7d343fb", "metadata": { "editable": true }, @@ -1798,7 +1800,7 @@ }, { "cell_type": "markdown", - "id": "e7f42820", + "id": "245f5f51", "metadata": { "editable": true }, @@ -1819,7 +1821,7 @@ }, { "cell_type": "markdown", - "id": "744cdb61", + "id": "f8b8cf0e", "metadata": { "editable": true }, @@ -1832,7 +1834,7 @@ }, { "cell_type": "markdown", - "id": "7f198985", + "id": "fbfb78ed", "metadata": { "editable": true }, @@ -1863,7 +1865,7 @@ }, { "cell_type": "markdown", - "id": "e97b9c99", + "id": "739ad163", "metadata": { "editable": true }, @@ -1875,7 +1877,7 @@ }, { "cell_type": "markdown", - "id": "074871cf", + "id": "976c8cca", "metadata": { "editable": true }, @@ -1893,7 +1895,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "cc660a68", + "id": "b43461cc", "metadata": { "collapsed": false, "editable": true @@ -1920,7 +1922,7 @@ }, { "cell_type": "markdown", - "id": "b1867287", + "id": "086993bc", "metadata": { "editable": true }, @@ -1942,7 +1944,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "af4c4e47", + "id": "e4a4013f", "metadata": { "collapsed": false, "editable": true @@ -1980,7 +1982,7 @@ }, { "cell_type": "markdown", - "id": "ca58666c", + "id": "a10dca7c", "metadata": { "editable": true }, @@ -1991,7 +1993,7 @@ }, { "cell_type": "markdown", - "id": "cbf98790", + "id": "eedd2c6b", "metadata": { "editable": true }, @@ -2004,7 +2006,7 @@ }, { "cell_type": "markdown", - "id": "a1f3b9e7", + "id": "616d3eac", "metadata": { "editable": true }, @@ -2025,7 +2027,7 @@ }, { "cell_type": "markdown", - "id": "7d622b66", + "id": "58c6cddb", "metadata": { "editable": true }, @@ -2037,7 +2039,7 @@ }, { "cell_type": "markdown", - "id": "9b027d54", + "id": "5aee2ec5", "metadata": { "editable": true }, @@ -2047,7 +2049,7 @@ }, { "cell_type": "markdown", - "id": "fdfed20c", + "id": "ec6fafac", "metadata": { "editable": true }, @@ -2059,7 +2061,7 @@ }, { "cell_type": "markdown", - "id": "eb03e1ce", + "id": "b596b5f8", "metadata": { "editable": true }, @@ -2071,7 +2073,7 @@ }, { "cell_type": "markdown", - "id": "bb6b93ff", + "id": "1a89c34e", "metadata": { "editable": true }, @@ -2083,7 +2085,7 @@ }, { "cell_type": "markdown", - "id": "6c9d106f", + "id": "33463588", "metadata": { "editable": true }, @@ -2094,7 +2096,7 @@ }, { "cell_type": "markdown", - "id": "872d0029", + "id": "9a9a4047", "metadata": { "editable": true }, @@ -2106,7 +2108,7 @@ }, { "cell_type": "markdown", - "id": "2c668c94", + "id": "93283f7e", "metadata": { "editable": true }, @@ -2128,7 +2130,7 @@ }, { "cell_type": "markdown", - "id": "47b8dd19", + "id": "a38b0d8f", "metadata": { "editable": true }, @@ -2140,7 +2142,7 @@ }, { "cell_type": "markdown", - "id": "f97ee29c", + "id": "3863a0d6", "metadata": { "editable": true }, @@ -2153,7 +2155,7 @@ }, { "cell_type": "markdown", - "id": "faa010b1", + "id": "0a1ca040", "metadata": { "editable": true }, @@ -2170,7 +2172,7 @@ }, { "cell_type": "markdown", - "id": "709d00c4", + "id": "5d5e4644", "metadata": { "editable": true }, @@ -2182,7 +2184,7 @@ }, { "cell_type": "markdown", - "id": "9b3b1676", + "id": "2550dc2b", "metadata": { "editable": true }, @@ -2192,7 +2194,7 @@ }, { "cell_type": "markdown", - "id": "4b9d89ab", + "id": "691a86ba", "metadata": { "editable": true }, @@ -2204,7 +2206,7 @@ }, { "cell_type": "markdown", - "id": "332e066f", + "id": "38762e13", "metadata": { "editable": true }, @@ -2214,7 +2216,7 @@ }, { "cell_type": "markdown", - "id": "0116d9f9", + "id": "2d899d3a", "metadata": { "editable": true }, @@ -2226,7 +2228,7 @@ }, { "cell_type": "markdown", - "id": "02f36f6f", + "id": "a61a4e17", "metadata": { "editable": true }, @@ -2236,7 +2238,7 @@ }, { "cell_type": "markdown", - "id": "1d3ed5bb", + "id": "86b4e65b", "metadata": { "editable": true }, @@ -2248,7 +2250,7 @@ }, { "cell_type": "markdown", - "id": "cffd96b8", + "id": "f286ff4e", "metadata": { "editable": true }, @@ -2264,7 +2266,7 @@ }, { "cell_type": "markdown", - "id": "2f66c41e", + "id": "f90dc6f3", "metadata": { "editable": true }, @@ -2276,7 +2278,7 @@ }, { "cell_type": "markdown", - "id": "b91de201", + "id": "311af575", "metadata": { "editable": true }, @@ -2287,7 +2289,7 @@ }, { "cell_type": "markdown", - "id": "83d78e4f", + "id": "1f6e82b5", "metadata": { "editable": true }, @@ -2299,7 +2301,7 @@ }, { "cell_type": "markdown", - "id": "1f1e3290", + "id": "924a7d80", "metadata": { "editable": true }, @@ -2313,7 +2315,7 @@ }, { "cell_type": "markdown", - "id": "6c0057e2", + "id": "a4edbdb4", "metadata": { "editable": true }, @@ -2325,7 +2327,7 @@ }, { "cell_type": "markdown", - "id": "98563dc5", + "id": "72edb1af", "metadata": { "editable": true }, @@ -2350,7 +2352,7 @@ }, { "cell_type": "markdown", - "id": "d5a8bc8c", + "id": "d25d2db3", "metadata": { "editable": true }, @@ -2367,7 +2369,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "133f09c4", + "id": "8ea0c1ce", "metadata": { "collapsed": false, "editable": true @@ -2411,7 +2413,7 @@ }, { "cell_type": "markdown", - "id": "9b906e16", + "id": "91c1f34b", "metadata": { "editable": true }, @@ -2422,7 +2424,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "087a14a0", + "id": "482b2f46", "metadata": { "collapsed": false, "editable": true @@ -2444,7 +2446,7 @@ }, { "cell_type": "markdown", - "id": "01b30c07", + "id": "a1085283", "metadata": { "editable": true }, @@ -2461,7 +2463,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "ad8f4407", + "id": "3f6e3692", "metadata": { "collapsed": false, "editable": true @@ -2482,7 +2484,7 @@ }, { "cell_type": "markdown", - "id": "7e916324", + "id": "9d337b3c", "metadata": { "editable": true }, @@ -2496,7 +2498,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "fdd76648", + "id": "7b4c7535", "metadata": { "collapsed": false, "editable": true @@ -2525,7 +2527,7 @@ }, { "cell_type": "markdown", - "id": "021c33e5", + "id": "e92f2a29", "metadata": { "editable": true }, @@ -2545,7 +2547,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "621e20ac", + "id": "811545f3", "metadata": { "collapsed": false, "editable": true @@ -2562,7 +2564,7 @@ }, { "cell_type": "markdown", - "id": "1accb7c0", + "id": "d3231d78", "metadata": { "editable": true }, @@ -2574,7 +2576,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "aa0e9a20", + "id": "b470c0f1", "metadata": { "collapsed": false, "editable": true @@ -2592,7 +2594,7 @@ }, { "cell_type": "markdown", - "id": "eed73ab7", + "id": "be73830d", "metadata": { "editable": true }, @@ -2603,7 +2605,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "8331d1bc", + "id": "d238d742", "metadata": { "collapsed": false, "editable": true @@ -2616,7 +2618,7 @@ }, { "cell_type": "markdown", - "id": "c5985511", + "id": "037269fd", "metadata": { "editable": true }, @@ -2628,7 +2630,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "5470d2b3", + "id": "2675366c", "metadata": { "collapsed": false, "editable": true @@ -2659,7 +2661,7 @@ }, { "cell_type": "markdown", - "id": "6de5652d", + "id": "d66acb11", "metadata": { "editable": true }, @@ -2673,7 +2675,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "d4701089", + "id": "9290bed8", "metadata": { "collapsed": false, "editable": true @@ -2713,7 +2715,7 @@ }, { "cell_type": "markdown", - "id": "123f9f59", + "id": "6af6c95c", "metadata": { "editable": true }, @@ -2733,7 +2735,7 @@ }, { "cell_type": "markdown", - "id": "ff784960", + "id": "c94d7a4a", "metadata": { "editable": true }, @@ -2765,7 +2767,7 @@ }, { "cell_type": "markdown", - "id": "1f5f82f8", + "id": "c4324b8b", "metadata": { "editable": true }, @@ -2787,7 +2789,7 @@ }, { "cell_type": "markdown", - "id": "fe4f2e1b", + "id": "6301f20f", "metadata": { "editable": true }, @@ -2815,7 +2817,7 @@ }, { "cell_type": "markdown", - "id": "a4d23819", + "id": "1d7fe5aa", "metadata": { "editable": true }, @@ -2830,7 +2832,7 @@ }, { "cell_type": "markdown", - "id": "ebaa1153", + "id": "a2340a04", "metadata": { "editable": true }, @@ -2842,7 +2844,7 @@ }, { "cell_type": "markdown", - "id": "cf5fbad2", + "id": "94f0aa79", "metadata": { "editable": true }, @@ -2857,7 +2859,7 @@ }, { "cell_type": "markdown", - "id": "25911eb3", + "id": "b6533c2c", "metadata": { "editable": true }, @@ -2870,7 +2872,7 @@ }, { "cell_type": "markdown", - "id": "f7584eda", + "id": "54c4f46e", "metadata": { "editable": true }, @@ -2882,7 +2884,7 @@ }, { "cell_type": "markdown", - "id": "281566ec", + "id": "41cc192d", "metadata": { "editable": true }, @@ -2892,7 +2894,7 @@ }, { "cell_type": "markdown", - "id": "b53111a6", + "id": "163c6949", "metadata": { "editable": true }, @@ -2903,7 +2905,7 @@ }, { "cell_type": "markdown", - "id": "2b82c157", + "id": "cbd52390", "metadata": { "editable": true }, @@ -2921,7 +2923,7 @@ }, { "cell_type": "markdown", - "id": "88c5c372", + "id": "f0dca2dd", "metadata": { "editable": true }, @@ -2932,7 +2934,7 @@ }, { "cell_type": "markdown", - "id": "005beb94", + "id": "852abb6f", "metadata": { "editable": true }, @@ -2944,7 +2946,7 @@ }, { "cell_type": "markdown", - "id": "f92c3990", + "id": "d2b25d5b", "metadata": { "editable": true }, @@ -2954,7 +2956,7 @@ }, { "cell_type": "markdown", - "id": "bc3a315f", + "id": "e85e0886", "metadata": { "editable": true }, @@ -2966,7 +2968,7 @@ }, { "cell_type": "markdown", - "id": "bf741669", + "id": "c29da113", "metadata": { "editable": true }, @@ -2976,7 +2978,7 @@ }, { "cell_type": "markdown", - "id": "d4437d32", + "id": "73a47443", "metadata": { "editable": true }, @@ -2988,7 +2990,7 @@ }, { "cell_type": "markdown", - "id": "e939390b", + "id": "a8b49e90", "metadata": { "editable": true }, @@ -2998,7 +3000,7 @@ }, { "cell_type": "markdown", - "id": "340c2a28", + "id": "645e0ec8", "metadata": { "editable": true }, @@ -3017,7 +3019,7 @@ }, { "cell_type": "markdown", - "id": "b07d4fac", + "id": "5c086beb", "metadata": { "editable": true }, @@ -3027,7 +3029,7 @@ }, { "cell_type": "markdown", - "id": "3518ed37", + "id": "d7e0b8f9", "metadata": { "editable": true }, @@ -3039,7 +3041,7 @@ }, { "cell_type": "markdown", - "id": "fab0ec58", + "id": "cc6bcab2", "metadata": { "editable": true }, @@ -3049,7 +3051,7 @@ }, { "cell_type": "markdown", - "id": "c4b20c02", + "id": "53c9f561", "metadata": { "editable": true }, @@ -3065,7 +3067,7 @@ }, { "cell_type": "markdown", - "id": "0dea4990", + "id": "184e91d0", "metadata": { "editable": true }, @@ -3085,7 +3087,7 @@ }, { "cell_type": "markdown", - "id": "3a6ef77b", + "id": "a6b4e74f", "metadata": { "editable": true }, @@ -3095,7 +3097,7 @@ }, { "cell_type": "markdown", - "id": "2d612225", + "id": "2833c07f", "metadata": { "editable": true }, @@ -3106,7 +3108,7 @@ }, { "cell_type": "markdown", - "id": "97fbee60", + "id": "a5478c70", "metadata": { "editable": true }, @@ -3125,7 +3127,7 @@ }, { "cell_type": "markdown", - "id": "f7b35908", + "id": "c4a77ed3", "metadata": { "editable": true }, @@ -3135,7 +3137,7 @@ }, { "cell_type": "markdown", - "id": "8cf9a07e", + "id": "9ae5b05d", "metadata": { "editable": true }, @@ -3147,7 +3149,7 @@ }, { "cell_type": "markdown", - "id": "7a178ebd", + "id": "ad283856", "metadata": { "editable": true }, @@ -3157,7 +3159,7 @@ }, { "cell_type": "markdown", - "id": "2f8019d4", + "id": "fb2bd0c2", "metadata": { "editable": true }, @@ -3168,7 +3170,7 @@ }, { "cell_type": "markdown", - "id": "c863ea62", + "id": "e21be4fc", "metadata": { "editable": true }, @@ -3188,7 +3190,7 @@ }, { "cell_type": "markdown", - "id": "1c580b74", + "id": "805f0b94", "metadata": { "editable": true }, @@ -3200,7 +3202,7 @@ }, { "cell_type": "markdown", - "id": "a16c13e3", + "id": "dcd4511e", "metadata": { "editable": true }, @@ -3215,7 +3217,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "a6149267", + "id": "74b8748e", "metadata": { "collapsed": false, "editable": true @@ -3295,7 +3297,7 @@ }, { "cell_type": "markdown", - "id": "f4b3a70b", + "id": "9422917f", "metadata": { "editable": true }, @@ -3305,7 +3307,7 @@ }, { "cell_type": "markdown", - "id": "b864d95a", + "id": "59a1a5e1", "metadata": { "editable": true }, @@ -3317,7 +3319,7 @@ }, { "cell_type": "markdown", - "id": "173d6538", + "id": "b9a135ff", "metadata": { "editable": true }, @@ -3327,7 +3329,7 @@ }, { "cell_type": "markdown", - "id": "3d1c8636", + "id": "e0ca2222", "metadata": { "editable": true }, @@ -3338,7 +3340,7 @@ }, { "cell_type": "markdown", - "id": "ff523d35", + "id": "ced5a850", "metadata": { "editable": true }, @@ -3350,7 +3352,7 @@ }, { "cell_type": "markdown", - "id": "ee13aaaa", + "id": "441a3239", "metadata": { "editable": true }, @@ -3360,7 +3362,7 @@ }, { "cell_type": "markdown", - "id": "9f5d3eff", + "id": "ee19ca5e", "metadata": { "editable": true }, @@ -3372,7 +3374,7 @@ }, { "cell_type": "markdown", - "id": "96d776c7", + "id": "ba9eeecc", "metadata": { "editable": true }, @@ -3382,7 +3384,7 @@ }, { "cell_type": "markdown", - "id": "262057d2", + "id": "34004215", "metadata": { "editable": true }, @@ -3394,7 +3396,7 @@ }, { "cell_type": "markdown", - "id": "9130e5f9", + "id": "89449509", "metadata": { "editable": true }, @@ -3407,7 +3409,7 @@ }, { "cell_type": "markdown", - "id": "09b5caa2", + "id": "59cde62c", "metadata": { "editable": true }, @@ -3419,7 +3421,7 @@ }, { "cell_type": "markdown", - "id": "1893e32f", + "id": "1daff38e", "metadata": { "editable": true }, @@ -3429,7 +3431,7 @@ }, { "cell_type": "markdown", - "id": "d9b57fcf", + "id": "957394c0", "metadata": { "editable": true }, @@ -3441,7 +3443,7 @@ }, { "cell_type": "markdown", - "id": "c60b0af6", + "id": "b32d380f", "metadata": { "editable": true }, @@ -3453,7 +3455,7 @@ }, { "cell_type": "markdown", - "id": "4a267207", + "id": "ee7963cb", "metadata": { "editable": true }, @@ -3464,7 +3466,7 @@ }, { "cell_type": "markdown", - "id": "7e36874f", + "id": "673aeb62", "metadata": { "editable": true }, @@ -3476,7 +3478,7 @@ }, { "cell_type": "markdown", - "id": "da49ef83", + "id": "a0cabdb3", "metadata": { "editable": true }, @@ -3495,7 +3497,7 @@ }, { "cell_type": "markdown", - "id": "ba9aa934", + "id": "4e065e28", "metadata": { "editable": true }, @@ -3508,7 +3510,7 @@ }, { "cell_type": "markdown", - "id": "4f8846ff", + "id": "1d303f9d", "metadata": { "editable": true }, @@ -3518,7 +3520,7 @@ }, { "cell_type": "markdown", - "id": "9040eb64", + "id": "4329bed2", "metadata": { "editable": true }, @@ -3530,7 +3532,7 @@ }, { "cell_type": "markdown", - "id": "c1262876", + "id": "6549d400", "metadata": { "editable": true }, @@ -3540,7 +3542,7 @@ }, { "cell_type": "markdown", - "id": "6c7182e7", + "id": "c84ae931", "metadata": { "editable": true }, @@ -3552,7 +3554,7 @@ }, { "cell_type": "markdown", - "id": "898e0fc4", + "id": "5f723ca8", "metadata": { "editable": true }, @@ -3562,7 +3564,7 @@ }, { "cell_type": "markdown", - "id": "5a4e04f9", + "id": "6d3438bd", "metadata": { "editable": true }, @@ -3574,7 +3576,7 @@ }, { "cell_type": "markdown", - "id": "4018c535", + "id": "a84d9e43", "metadata": { "editable": true }, @@ -3585,7 +3587,7 @@ }, { "cell_type": "markdown", - "id": "b9b60b6b", + "id": "5ab9039e", "metadata": { "editable": true }, @@ -3597,7 +3599,7 @@ }, { "cell_type": "markdown", - "id": "877ec9cf", + "id": "c478cb7b", "metadata": { "editable": true }, @@ -3607,7 +3609,7 @@ }, { "cell_type": "markdown", - "id": "aec3f5aa", + "id": "ba045826", "metadata": { "editable": true }, @@ -3619,7 +3621,7 @@ }, { "cell_type": "markdown", - "id": "234f62bd", + "id": "bc57797f", "metadata": { "editable": true }, @@ -3629,7 +3631,7 @@ }, { "cell_type": "markdown", - "id": "f39f88bc", + "id": "41b9c96f", "metadata": { "editable": true }, @@ -3641,7 +3643,7 @@ }, { "cell_type": "markdown", - "id": "97c7b1b0", + "id": "62464748", "metadata": { "editable": true }, @@ -3662,7 +3664,7 @@ }, { "cell_type": "markdown", - "id": "c1246e20", + "id": "a2bb25be", "metadata": { "editable": true }, @@ -3676,7 +3678,7 @@ }, { "cell_type": "markdown", - "id": "fd94176e", + "id": "1f050f8a", "metadata": { "editable": true }, @@ -3687,7 +3689,7 @@ }, { "cell_type": "markdown", - "id": "5cdbd24e", + "id": "ee204f92", "metadata": { "editable": true }, @@ -3699,7 +3701,7 @@ }, { "cell_type": "markdown", - "id": "4405f919", + "id": "835f85dd", "metadata": { "editable": true }, @@ -3709,7 +3711,7 @@ }, { "cell_type": "markdown", - "id": "b71bdcbe", + "id": "67ef113a", "metadata": { "editable": true }, @@ -3721,7 +3723,7 @@ }, { "cell_type": "markdown", - "id": "bbc82e9e", + "id": "0c12ccdb", "metadata": { "editable": true }, @@ -3731,7 +3733,7 @@ }, { "cell_type": "markdown", - "id": "b3e9e2e0", + "id": "50c783ae", "metadata": { "editable": true }, @@ -3743,7 +3745,7 @@ }, { "cell_type": "markdown", - "id": "8474a690", + "id": "b5831261", "metadata": { "editable": true }, @@ -3755,7 +3757,7 @@ }, { "cell_type": "markdown", - "id": "2134191e", + "id": "a3d196f7", "metadata": { "editable": true }, @@ -3769,7 +3771,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "1e49705e", + "id": "6f215326", "metadata": { "collapsed": false, "editable": true @@ -3784,7 +3786,7 @@ }, { "cell_type": "markdown", - "id": "2a9f51e9", + "id": "590c15fb", "metadata": { "editable": true }, @@ -3795,7 +3797,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "135ab231", + "id": "f61c3896", "metadata": { "collapsed": false, "editable": true @@ -3808,7 +3810,7 @@ }, { "cell_type": "markdown", - "id": "ccc4ef08", + "id": "1e2ef226", "metadata": { "editable": true }, @@ -3819,7 +3821,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "8391494c", + "id": "14e2c77a", "metadata": { "collapsed": false, "editable": true @@ -3842,7 +3844,7 @@ }, { "cell_type": "markdown", - "id": "780d27b6", + "id": "15113f55", "metadata": { "editable": true }, @@ -3856,7 +3858,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "ce26bb4a", + "id": "f789c57c", "metadata": { "collapsed": false, "editable": true @@ -3869,7 +3871,7 @@ }, { "cell_type": "markdown", - "id": "5b34c26f", + "id": "4c718326", "metadata": { "editable": true }, @@ -3880,7 +3882,7 @@ { "cell_type": "code", "execution_count": 41, - "id": "490e3f2d", + "id": "766f9c41", "metadata": { "collapsed": false, "editable": true @@ -3892,7 +3894,7 @@ }, { "cell_type": "markdown", - "id": "a65755ef", + "id": "12b8a7ed", "metadata": { "editable": true }, @@ -3903,7 +3905,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "2a92496c", + "id": "9ea32c2a", "metadata": { "collapsed": false, "editable": true @@ -3919,7 +3921,7 @@ }, { "cell_type": "markdown", - "id": "38a6ceee", + "id": "ccabcb4e", "metadata": { "editable": true }, @@ -3930,7 +3932,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "90ddb6a2", + "id": "073a8329", "metadata": { "collapsed": false, "editable": true @@ -3944,7 +3946,7 @@ }, { "cell_type": "markdown", - "id": "500d7598", + "id": "e3953cfe", "metadata": { "editable": true }, @@ -3966,7 +3968,7 @@ }, { "cell_type": "markdown", - "id": "24c9a8cb", + "id": "0cf0e4c5", "metadata": { "editable": true }, @@ -3978,7 +3980,7 @@ }, { "cell_type": "markdown", - "id": "8201c760", + "id": "908b956c", "metadata": { "editable": true }, @@ -3988,7 +3990,7 @@ }, { "cell_type": "markdown", - "id": "4a5077da", + "id": "5972989f", "metadata": { "editable": true }, @@ -4000,7 +4002,7 @@ }, { "cell_type": "markdown", - "id": "1df3386a", + "id": "f4267559", "metadata": { "editable": true }, @@ -4012,7 +4014,7 @@ }, { "cell_type": "markdown", - "id": "78b52ad8", + "id": "0e0e1823", "metadata": { "editable": true }, @@ -4022,7 +4024,7 @@ }, { "cell_type": "markdown", - "id": "5c37d552", + "id": "a58f134b", "metadata": { "editable": true }, @@ -4034,7 +4036,7 @@ }, { "cell_type": "markdown", - "id": "f6fa78c3", + "id": "6c47098a", "metadata": { "editable": true }, @@ -4044,7 +4046,7 @@ }, { "cell_type": "markdown", - "id": "6ac945f4", + "id": "8d31b154", "metadata": { "editable": true }, @@ -4056,7 +4058,7 @@ }, { "cell_type": "markdown", - "id": "567f85f1", + "id": "ac2f2d90", "metadata": { "editable": true }, @@ -4066,7 +4068,7 @@ }, { "cell_type": "markdown", - "id": "23a3b1ad", + "id": "49dbed7a", "metadata": { "editable": true }, @@ -4078,7 +4080,7 @@ }, { "cell_type": "markdown", - "id": "cf360729", + "id": "e523c718", "metadata": { "editable": true }, @@ -4090,7 +4092,7 @@ }, { "cell_type": "markdown", - "id": "d4446644", + "id": "8c5f842d", "metadata": { "editable": true }, @@ -4100,7 +4102,7 @@ }, { "cell_type": "markdown", - "id": "e215ecf1", + "id": "37451cca", "metadata": { "editable": true }, @@ -4112,7 +4114,7 @@ }, { "cell_type": "markdown", - "id": "4360fa86", + "id": "6873a4bd", "metadata": { "editable": true }, @@ -4122,7 +4124,7 @@ }, { "cell_type": "markdown", - "id": "2b9c72f6", + "id": "992d8710", "metadata": { "editable": true }, @@ -4134,7 +4136,7 @@ }, { "cell_type": "markdown", - "id": "bf480f53", + "id": "8052a73e", "metadata": { "editable": true }, @@ -4146,7 +4148,7 @@ }, { "cell_type": "markdown", - "id": "45748a28", + "id": "20c4fcb7", "metadata": { "editable": true }, @@ -4158,7 +4160,7 @@ }, { "cell_type": "markdown", - "id": "2d19497d", + "id": "4d9eed2e", "metadata": { "editable": true }, @@ -4168,7 +4170,7 @@ }, { "cell_type": "markdown", - "id": "0bc32525", + "id": "d20e1386", "metadata": { "editable": true }, @@ -4180,7 +4182,7 @@ }, { "cell_type": "markdown", - "id": "9f0794a3", + "id": "53293743", "metadata": { "editable": true }, @@ -4190,7 +4192,7 @@ }, { "cell_type": "markdown", - "id": "732ad60f", + "id": "02a2625c", "metadata": { "editable": true }, @@ -4202,7 +4204,7 @@ }, { "cell_type": "markdown", - "id": "60b26f6e", + "id": "4a54d663", "metadata": { "editable": true }, @@ -4212,7 +4214,7 @@ }, { "cell_type": "markdown", - "id": "7e4e05da", + "id": "8bda1db1", "metadata": { "editable": true }, @@ -4224,7 +4226,7 @@ }, { "cell_type": "markdown", - "id": "721d16ed", + "id": "cd45921f", "metadata": { "editable": true }, @@ -4235,7 +4237,7 @@ }, { "cell_type": "markdown", - "id": "9e49c198", + "id": "024a7770", "metadata": { "editable": true }, @@ -4247,7 +4249,7 @@ }, { "cell_type": "markdown", - "id": "4f9cde52", + "id": "64e5e11f", "metadata": { "editable": true }, @@ -4257,7 +4259,7 @@ }, { "cell_type": "markdown", - "id": "46eba7a1", + "id": "e945a09d", "metadata": { "editable": true }, @@ -4269,7 +4271,7 @@ }, { "cell_type": "markdown", - "id": "85a298df", + "id": "6f4f681f", "metadata": { "editable": true }, @@ -4279,7 +4281,7 @@ }, { "cell_type": "markdown", - "id": "a96cda72", + "id": "0757174e", "metadata": { "editable": true }, @@ -4291,7 +4293,7 @@ }, { "cell_type": "markdown", - "id": "4f64879c", + "id": "4dd823b9", "metadata": { "editable": true }, @@ -4304,7 +4306,7 @@ }, { "cell_type": "markdown", - "id": "dbd6f24d", + "id": "b267dcd3", "metadata": { "editable": true }, @@ -4316,7 +4318,7 @@ }, { "cell_type": "markdown", - "id": "5bed4b50", + "id": "38f7416a", "metadata": { "editable": true }, @@ -4328,7 +4330,7 @@ }, { "cell_type": "markdown", - "id": "e5376aa0", + "id": "fab34931", "metadata": { "editable": true }, @@ -4340,7 +4342,7 @@ }, { "cell_type": "markdown", - "id": "3c0a2c9b", + "id": "44eadb46", "metadata": { "editable": true }, @@ -4352,7 +4354,7 @@ }, { "cell_type": "markdown", - "id": "31285e23", + "id": "13a1df80", "metadata": { "editable": true }, @@ -4364,7 +4366,7 @@ }, { "cell_type": "markdown", - "id": "33fb58e7", + "id": "cee0832e", "metadata": { "editable": true }, @@ -4374,7 +4376,7 @@ }, { "cell_type": "markdown", - "id": "8084139c", + "id": "a5f28ca4", "metadata": { "editable": true }, @@ -4386,7 +4388,7 @@ }, { "cell_type": "markdown", - "id": "7a50ce9c", + "id": "c9c5c8f2", "metadata": { "editable": true }, @@ -4398,7 +4400,7 @@ }, { "cell_type": "markdown", - "id": "50ed9180", + "id": "8acf1764", "metadata": { "editable": true }, @@ -4411,7 +4413,7 @@ }, { "cell_type": "markdown", - "id": "7b7d8b0d", + "id": "0c0f6b1d", "metadata": { "editable": true }, @@ -4438,7 +4440,7 @@ }, { "cell_type": "markdown", - "id": "6b751c2d", + "id": "cc01bc44", "metadata": { "editable": true }, @@ -4449,7 +4451,7 @@ { "cell_type": "code", "execution_count": 44, - "id": "bb73d152", + "id": "546f877c", "metadata": { "collapsed": false, "editable": true @@ -4545,7 +4547,7 @@ }, { "cell_type": "markdown", - "id": "a6c0341d", + "id": "ad65bd6a", "metadata": { "editable": true }, @@ -4560,7 +4562,7 @@ }, { "cell_type": "markdown", - "id": "0d40224a", + "id": "01cbc753", "metadata": { "editable": true }, @@ -4582,7 +4584,7 @@ { "cell_type": "code", "execution_count": 45, - "id": "ed0c252a", + "id": "f7c23b2a", "metadata": { "collapsed": false, "editable": true @@ -4657,7 +4659,7 @@ }, { "cell_type": "markdown", - "id": "bb0e0950", + "id": "b0bdb6dc", "metadata": { "editable": true }, @@ -4669,7 +4671,7 @@ }, { "cell_type": "markdown", - "id": "b903607d", + "id": "5f16aa82", "metadata": { "editable": true }, @@ -4738,7 +4740,7 @@ }, { "cell_type": "markdown", - "id": "3e5382a1", + "id": "b1c16d9c", "metadata": { "editable": true }, @@ -4752,7 +4754,7 @@ { "cell_type": "code", "execution_count": 46, - "id": "b9efaacc", + "id": "be31de5b", "metadata": { "collapsed": false, "editable": true @@ -4765,7 +4767,7 @@ }, { "cell_type": "markdown", - "id": "dad5e434", + "id": "08fc1fec", "metadata": { "editable": true }, @@ -4779,7 +4781,7 @@ }, { "cell_type": "markdown", - "id": "220c0b8b", + "id": "629d1a0d", "metadata": { "editable": true }, @@ -4792,7 +4794,7 @@ }, { "cell_type": "markdown", - "id": "baf69d5c", + "id": "da27be39", "metadata": { "editable": true }, @@ -4803,7 +4805,7 @@ }, { "cell_type": "markdown", - "id": "9b8f51aa", + "id": "37f01a24", "metadata": { "editable": true }, @@ -4815,7 +4817,7 @@ }, { "cell_type": "markdown", - "id": "e7ecf40d", + "id": "5bb4679c", "metadata": { "editable": true }, @@ -4825,7 +4827,7 @@ }, { "cell_type": "markdown", - "id": "060cc029", + "id": "288bcc47", "metadata": { "editable": true }, @@ -4837,7 +4839,7 @@ }, { "cell_type": "markdown", - "id": "01d833b9", + "id": "18cebb44", "metadata": { "editable": true }, @@ -4848,7 +4850,7 @@ }, { "cell_type": "markdown", - "id": "91a24338", + "id": "4d229423", "metadata": { "editable": true }, @@ -4867,7 +4869,7 @@ { "cell_type": "code", "execution_count": 47, - "id": "d2ea920d", + "id": "a68c7c73", "metadata": { "collapsed": false, "editable": true @@ -4883,7 +4885,7 @@ }, { "cell_type": "markdown", - "id": "315e8f30", + "id": "d7b8a50d", "metadata": { "editable": true }, @@ -4893,7 +4895,7 @@ }, { "cell_type": "markdown", - "id": "c0c2b0a4", + "id": "7d1dad05", "metadata": { "editable": true }, @@ -4904,7 +4906,7 @@ }, { "cell_type": "markdown", - "id": "b5cc5079", + "id": "995f4820", "metadata": { "editable": true }, @@ -4915,7 +4917,7 @@ }, { "cell_type": "markdown", - "id": "bf0d626d", + "id": "192a2067", "metadata": { "editable": true }, diff --git a/doc/src/week34/week34.do.txt b/doc/src/week34/week34.do.txt index 42f2a8802..a75d49cc6 100644 --- a/doc/src/week34/week34.do.txt +++ b/doc/src/week34/week34.do.txt @@ -116,7 +116,8 @@ In addition to the lecture notes, we recommend the books of Bishop, Hastie et al !bblock * "Goodfellow, Bengio, and Courville (GBC), Deep Learning":"https://www.deeplearningbook.org/" * Christopher M. Bishop (CB), Pattern Recognition and Machine Learning -* Hastie, Tibshirani, and Friedman (HTF), The Elements of Statistical Learning, Springer, URL:"https://www.springer.com/gp/book/9780387848570".* Aurelien Geron (AG), Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly, https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/. This text is very useful since it contains many code examples and hands-on applications of all algorithms discussed in this course. +* "Hastie, Tibshirani, and Friedman (HTF), The Elements of Statistical Learning, Springer, URL:"https://www.springer.com/gp/book/9780387848570". +* "Aurelien Geron (AG), Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly":"https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/". This text is very useful since it contains many code examples and hands-on applications of all algorithms discussed in this course. * "Kevin Murphy (KM), Probabilistic Machine Learning, an Introduction":"https://probml.github.io/pml-book/book1.html" !eblock