diff --git a/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf b/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf new file mode 100644 index 000000000..e6c5616dd Binary files /dev/null and b/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf differ diff --git a/doc/pub/week36/html/._week36-bs001.html b/doc/pub/week36/html/._week36-bs001.html index cca919e64..139dba139 100644 --- a/doc/pub/week36/html/._week36-bs001.html +++ b/doc/pub/week36/html/._week36-bs001.html @@ -341,9 +341,9 @@ MathJax.Hub.Config({ Material for the lecture on Monday September 1:
  1. Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis
    2. -
  2. Derivation of Gradient descent and discussion of implementations for - -
    3. +
  3. Derivation of Gradient descent and discussion of implementations for
    4. +
  4. Video of lecture at https://youtu.be/nVE_FRnGAHw
    5. +
  5. Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf
Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):
    diff --git a/doc/pub/week36/html/week36-reveal.html b/doc/pub/week36/html/week36-reveal.html index 9181e03f6..1528a837f 100644 --- a/doc/pub/week36/html/week36-reveal.html +++ b/doc/pub/week36/html/week36-reveal.html @@ -197,9 +197,10 @@ MathJax.Hub.Config({ Material for the lecture on Monday September 1:

    1. Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis
      2. -

    2. Derivation of Gradient descent and discussion of implementations for - -
      3. +

    3. Derivation of Gradient descent and discussion of implementations for
      4. +

    4. Video of lecture at https://youtu.be/nVE_FRnGAHw
      5. + +

    5. Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf

    Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides): diff --git a/doc/pub/week36/html/week36-solarized.html b/doc/pub/week36/html/week36-solarized.html index 47419d1fa..ea66fdc8e 100644 --- a/doc/pub/week36/html/week36-solarized.html +++ b/doc/pub/week36/html/week36-solarized.html @@ -291,9 +291,9 @@ MathJax.Hub.Config({ Material for the lecture on Monday September 1:

    1. Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis
      2. -
    2. Derivation of Gradient descent and discussion of implementations for - -
      3. +
    3. Derivation of Gradient descent and discussion of implementations for
      4. +
    4. Video of lecture at https://youtu.be/nVE_FRnGAHw
      5. +
    5. Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf
    Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):
      diff --git a/doc/pub/week36/html/week36.html b/doc/pub/week36/html/week36.html index ad5be9178..ed40d9efc 100644 --- a/doc/pub/week36/html/week36.html +++ b/doc/pub/week36/html/week36.html @@ -368,9 +368,9 @@ MathJax.Hub.Config({ Material for the lecture on Monday September 1:
      1. Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis
        2. -
      2. Derivation of Gradient descent and discussion of implementations for - -
        3. +
      3. Derivation of Gradient descent and discussion of implementations for
        4. +
      4. Video of lecture at https://youtu.be/nVE_FRnGAHw
        5. +
      5. Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf
      Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):
        diff --git a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz index 4451c5e79..b1222a951 100644 Binary files a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz and b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz differ diff --git a/doc/pub/week36/ipynb/week36.ipynb b/doc/pub/week36/ipynb/week36.ipynb index 9eecb9565..6cb4026bb 100644 --- a/doc/pub/week36/ipynb/week36.ipynb +++ b/doc/pub/week36/ipynb/week36.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "3f26310a", + "id": "8aaa0e2c", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "e6fc2d76", + "id": "3d4218c9", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "f7420c76", + "id": "9a0aeed8", "metadata": { "editable": true }, @@ -38,8 +38,10 @@ "1. Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis\n", "\n", "2. Derivation of Gradient descent and discussion of implementations for\n", - "\n", - "\n", + "\n", + "3. Video of lecture at \n", + "\n", + "4. Whiteboard notes at \n", "\n", "**Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):**\n", "1. Technicalities concerning Ridge and Lasso linear regression.\n", @@ -57,7 +59,7 @@ }, { "cell_type": "markdown", - "id": "32f92875", + "id": "b3c27647", "metadata": { "editable": true }, @@ -67,7 +69,7 @@ }, { "cell_type": "markdown", - "id": "751b4769", + "id": "dec84e65", "metadata": { "editable": true }, @@ -81,7 +83,7 @@ }, { "cell_type": "markdown", - "id": "c28a85fa", + "id": "b59b5bbc", "metadata": { "editable": true }, @@ -93,7 +95,7 @@ }, { "cell_type": "markdown", - "id": "821d4cc3", + "id": "ee33c295", "metadata": { "editable": true }, @@ -105,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "5ca01dcd", + "id": "8f2c2ab4", "metadata": { "editable": true }, @@ -117,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "0764f0b7", + "id": "58f56cfe", "metadata": { "editable": true }, @@ -127,7 +129,7 @@ }, { "cell_type": "markdown", - "id": "696e7402", + "id": "6546fa5e", "metadata": { "editable": true }, @@ -139,7 +141,7 @@ }, { "cell_type": "markdown", - "id": "3742c0a5", + "id": "d6ff08f2", "metadata": { "editable": true }, @@ -149,7 +151,7 @@ }, { "cell_type": "markdown", - "id": "5a53940e", + "id": "3e39930b", "metadata": { "editable": true }, @@ -161,7 +163,7 @@ }, { "cell_type": "markdown", - "id": "925aaae0", + "id": "826931e2", "metadata": { "editable": true }, @@ -172,7 +174,7 @@ }, { "cell_type": "markdown", - "id": "134f3796", + "id": "fc9de019", "metadata": { "editable": true }, @@ -184,7 +186,7 @@ }, { "cell_type": "markdown", - "id": "5a40f4a3", + "id": "56bf1e44", "metadata": { "editable": true }, @@ -196,7 +198,7 @@ }, { "cell_type": "markdown", - "id": "4bff168d", + "id": "d5149f14", "metadata": { "editable": true }, @@ -206,7 +208,7 @@ }, { "cell_type": "markdown", - "id": "f40c9b8e", + "id": "49d3feda", "metadata": { "editable": true }, @@ -218,7 +220,7 @@ }, { "cell_type": "markdown", - "id": "a1b643b8", + "id": "78c335db", "metadata": { "editable": true }, @@ -230,7 +232,7 @@ }, { "cell_type": "markdown", - "id": "b7469316", + "id": "6babde57", "metadata": { "editable": true }, @@ -240,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "0731f75b", + "id": "339ea5ff", "metadata": { "editable": true }, @@ -252,7 +254,7 @@ }, { "cell_type": "markdown", - "id": "4457dbc6", + "id": "b669645e", "metadata": { "editable": true }, @@ -262,7 +264,7 @@ }, { "cell_type": "markdown", - "id": "935a8400", + "id": "7eefa155", "metadata": { "editable": true }, @@ -274,7 +276,7 @@ }, { "cell_type": "markdown", - "id": "54905391", + "id": "173cacd3", "metadata": { "editable": true }, @@ -284,7 +286,7 @@ }, { "cell_type": "markdown", - "id": "16a87de7", + "id": "84514b64", "metadata": { "editable": true }, @@ -324,7 +326,7 @@ }, { "cell_type": "markdown", - "id": "61069f87", + "id": "8cfdc6a1", "metadata": { "editable": true }, @@ -341,7 +343,7 @@ }, { "cell_type": "markdown", - "id": "5aaa26f6", + "id": "0d6a8648", "metadata": { "editable": true }, @@ -364,7 +366,7 @@ }, { "cell_type": "markdown", - "id": "8d233acc", + "id": "caf4a380", "metadata": { "editable": true }, @@ -381,7 +383,7 @@ }, { "cell_type": "markdown", - "id": "2a427601", + "id": "689c0fbf", "metadata": { "editable": true }, @@ -400,7 +402,7 @@ }, { "cell_type": "markdown", - "id": "31a1f1c7", + "id": "7afb5404", "metadata": { "editable": true }, @@ -411,7 +413,7 @@ }, { "cell_type": "markdown", - "id": "25ab6e3a", + "id": "4acb20cb", "metadata": { "editable": true }, @@ -423,7 +425,7 @@ }, { "cell_type": "markdown", - "id": "4a2f936e", + "id": "e281a649", "metadata": { "editable": true }, @@ -441,7 +443,7 @@ }, { "cell_type": "markdown", - "id": "bc9be8d6", + "id": "171641a7", "metadata": { "editable": true }, @@ -457,7 +459,7 @@ }, { "cell_type": "markdown", - "id": "c2e826ea", + "id": "017c7da5", "metadata": { "editable": true }, @@ -469,7 +471,7 @@ }, { "cell_type": "markdown", - "id": "1c2e34b6", + "id": "9c625e92", "metadata": { "editable": true }, @@ -479,7 +481,7 @@ }, { "cell_type": "markdown", - "id": "d1823039", + "id": "e9716eeb", "metadata": { "editable": true }, @@ -492,7 +494,7 @@ }, { "cell_type": "markdown", - "id": "9acabb24", + "id": "443a9f60", "metadata": { "editable": true }, @@ -504,7 +506,7 @@ }, { "cell_type": "markdown", - "id": "2d97682d", + "id": "f5ec15da", "metadata": { "editable": true }, @@ -514,7 +516,7 @@ }, { "cell_type": "markdown", - "id": "9a3933ec", + "id": "c445fece", "metadata": { "editable": true }, @@ -527,7 +529,7 @@ }, { "cell_type": "markdown", - "id": "516f1b59", + "id": "a0ecde0b", "metadata": { "editable": true }, @@ -537,7 +539,7 @@ }, { "cell_type": "markdown", - "id": "1622d252", + "id": "1b06b91b", "metadata": { "editable": true }, @@ -549,7 +551,7 @@ }, { "cell_type": "markdown", - "id": "c20b8c4c", + "id": "583ef091", "metadata": { "editable": true }, @@ -562,7 +564,7 @@ }, { "cell_type": "markdown", - "id": "8d1f0a60", + "id": "c59ac02a", "metadata": { "editable": true }, @@ -575,7 +577,7 @@ }, { "cell_type": "markdown", - "id": "e0f918db", + "id": "85edb5a5", "metadata": { "editable": true }, @@ -587,7 +589,7 @@ }, { "cell_type": "markdown", - "id": "4270811a", + "id": "f957d2d5", "metadata": { "editable": true }, @@ -599,7 +601,7 @@ }, { "cell_type": "markdown", - "id": "2abcebd1", + "id": "a82ec4ee", "metadata": { "editable": true }, @@ -609,7 +611,7 @@ }, { "cell_type": "markdown", - "id": "67b33bd8", + "id": "db439d19", "metadata": { "editable": true }, @@ -622,7 +624,7 @@ }, { "cell_type": "markdown", - "id": "4f62fd9b", + "id": "1c9e0fb4", "metadata": { "editable": true }, @@ -634,7 +636,7 @@ }, { "cell_type": "markdown", - "id": "8400332c", + "id": "42b56ec0", "metadata": { "editable": true }, @@ -646,7 +648,7 @@ }, { "cell_type": "markdown", - "id": "c8245891", + "id": "3e997255", "metadata": { "editable": true }, @@ -658,7 +660,7 @@ }, { "cell_type": "markdown", - "id": "7f6ad5eb", + "id": "5a2c1271", "metadata": { "editable": true }, @@ -670,7 +672,7 @@ }, { "cell_type": "markdown", - "id": "0aae3de1", + "id": "bc865088", "metadata": { "editable": true }, @@ -684,7 +686,7 @@ }, { "cell_type": "markdown", - "id": "6f8dee1b", + "id": "15381352", "metadata": { "editable": true }, @@ -696,7 +698,7 @@ }, { "cell_type": "markdown", - "id": "a7ff9c8d", + "id": "10b0c3a7", "metadata": { "editable": true }, @@ -706,7 +708,7 @@ }, { "cell_type": "markdown", - "id": "82ba1fdf", + "id": "9f4c9d18", "metadata": { "editable": true }, @@ -718,7 +720,7 @@ }, { "cell_type": "markdown", - "id": "51009a97", + "id": "9deec3f7", "metadata": { "editable": true }, @@ -730,7 +732,7 @@ }, { "cell_type": "markdown", - "id": "47e7637a", + "id": "9237deb6", "metadata": { "editable": true }, @@ -742,7 +744,7 @@ }, { "cell_type": "markdown", - "id": "2ad03dda", + "id": "48d4fff8", "metadata": { "editable": true }, @@ -754,7 +756,7 @@ }, { "cell_type": "markdown", - "id": "a31b1595", + "id": "7038db07", "metadata": { "editable": true }, @@ -766,7 +768,7 @@ }, { "cell_type": "markdown", - "id": "4457072d", + "id": "250c594a", "metadata": { "editable": true }, @@ -789,13 +791,10 @@ { "cell_type": "code", "execution_count": 1, - "id": "1968205f", + "id": "a4e9ad3b", "metadata": { "collapsed": false, - "editable": true, - "jupyter": { - "outputs_hidden": false - } + "editable": true }, "outputs": [], "source": [ @@ -870,7 +869,7 @@ }, { "cell_type": "markdown", - "id": "23d94ffe", + "id": "138a4eb0", "metadata": { "editable": true }, @@ -882,7 +881,7 @@ }, { "cell_type": "markdown", - "id": "b98f3e6d", + "id": "de74dc0e", "metadata": { "editable": true }, @@ -897,7 +896,7 @@ }, { "cell_type": "markdown", - "id": "91463cc2", + "id": "dc7e957f", "metadata": { "editable": true }, @@ -909,7 +908,7 @@ }, { "cell_type": "markdown", - "id": "f7aa4ad6", + "id": "79e57f9e", "metadata": { "editable": true }, @@ -919,7 +918,7 @@ }, { "cell_type": "markdown", - "id": "1c94f7d5", + "id": "486fd7bd", "metadata": { "editable": true }, @@ -931,7 +930,7 @@ }, { "cell_type": "markdown", - "id": "0274125d", + "id": "3ad609a3", "metadata": { "editable": true }, @@ -941,7 +940,7 @@ }, { "cell_type": "markdown", - "id": "1964ee70", + "id": "3120250c", "metadata": { "editable": true }, @@ -953,7 +952,7 @@ }, { "cell_type": "markdown", - "id": "2a2bdbb7", + "id": "1f4554bb", "metadata": { "editable": true }, @@ -965,7 +964,7 @@ }, { "cell_type": "markdown", - "id": "a802269b", + "id": "c601f17f", "metadata": { "editable": true }, @@ -980,7 +979,7 @@ }, { "cell_type": "markdown", - "id": "d50600f8", + "id": "0bc948d6", "metadata": { "editable": true }, @@ -991,7 +990,7 @@ }, { "cell_type": "markdown", - "id": "2a85d1ad", + "id": "293d3dc3", "metadata": { "editable": true }, @@ -1011,7 +1010,7 @@ }, { "cell_type": "markdown", - "id": "fb1eebec", + "id": "913bae8b", "metadata": { "editable": true }, @@ -1023,7 +1022,7 @@ }, { "cell_type": "markdown", - "id": "112113df", + "id": "a9657753", "metadata": { "editable": true }, @@ -1033,7 +1032,7 @@ }, { "cell_type": "markdown", - "id": "f4773d0b", + "id": "74af59de", "metadata": { "editable": true }, @@ -1045,7 +1044,7 @@ }, { "cell_type": "markdown", - "id": "faec45f0", + "id": "57684601", "metadata": { "editable": true }, @@ -1074,7 +1073,7 @@ }, { "cell_type": "markdown", - "id": "952c2b8f", + "id": "af331773", "metadata": { "editable": true }, @@ -1101,7 +1100,7 @@ }, { "cell_type": "markdown", - "id": "1deaea3a", + "id": "f69d6805", "metadata": { "editable": true }, @@ -1112,13 +1111,10 @@ { "cell_type": "code", "execution_count": 2, - "id": "7dcfad0e", + "id": "5d9d9c8c", "metadata": { "collapsed": false, - "editable": true, - "jupyter": { - "outputs_hidden": false - } + "editable": true }, "outputs": [], "source": [ @@ -1155,7 +1151,7 @@ }, { "cell_type": "markdown", - "id": "9f9365fd", + "id": "15eb8a5f", "metadata": { "editable": true }, @@ -1172,7 +1168,7 @@ }, { "cell_type": "markdown", - "id": "025df917", + "id": "2a9af1ac", "metadata": { "editable": true }, @@ -1195,7 +1191,7 @@ }, { "cell_type": "markdown", - "id": "042fd24e", + "id": "6d66998d", "metadata": { "editable": true }, @@ -1209,7 +1205,7 @@ }, { "cell_type": "markdown", - "id": "c6f9723b", + "id": "25265c2e", "metadata": { "editable": true }, @@ -1228,7 +1224,7 @@ }, { "cell_type": "markdown", - "id": "8bbfaab0", + "id": "e8210599", "metadata": { "editable": true }, @@ -1238,7 +1234,7 @@ }, { "cell_type": "markdown", - "id": "67f34a49", + "id": "61c3282c", "metadata": { "editable": true }, @@ -1250,7 +1246,7 @@ }, { "cell_type": "markdown", - "id": "35ee4a1b", + "id": "43e34f05", "metadata": { "editable": true }, @@ -1264,7 +1260,7 @@ }, { "cell_type": "markdown", - "id": "02751419", + "id": "4277fce3", "metadata": { "editable": true }, @@ -1276,7 +1272,7 @@ }, { "cell_type": "markdown", - "id": "443a962c", + "id": "c7e9edbf", "metadata": { "editable": true }, @@ -1286,7 +1282,7 @@ }, { "cell_type": "markdown", - "id": "202783d2", + "id": "b4f4990a", "metadata": { "editable": true }, @@ -1298,7 +1294,7 @@ }, { "cell_type": "markdown", - "id": "fad44ea8", + "id": "b2e59355", "metadata": { "editable": true }, @@ -1315,7 +1311,7 @@ }, { "cell_type": "markdown", - "id": "976bb686", + "id": "1e6ff47a", "metadata": { "editable": true }, @@ -1325,7 +1321,7 @@ }, { "cell_type": "markdown", - "id": "1e560034", + "id": "69b3ccc1", "metadata": { "editable": true }, @@ -1341,7 +1337,7 @@ }, { "cell_type": "markdown", - "id": "7bffb03b", + "id": "63a98e42", "metadata": { "editable": true }, @@ -1351,7 +1347,7 @@ }, { "cell_type": "markdown", - "id": "210b4bfe", + "id": "d48a48e0", "metadata": { "editable": true }, @@ -1367,7 +1363,7 @@ }, { "cell_type": "markdown", - "id": "01e905d0", + "id": "1291e434", "metadata": { "editable": true }, @@ -1377,7 +1373,7 @@ }, { "cell_type": "markdown", - "id": "393c1c3b", + "id": "02d620e5", "metadata": { "editable": true }, @@ -1393,7 +1389,7 @@ }, { "cell_type": "markdown", - "id": "df833c67", + "id": "fc82eedc", "metadata": { "editable": true }, @@ -1403,7 +1399,7 @@ }, { "cell_type": "markdown", - "id": "2ad72f69", + "id": "cc1d921e", "metadata": { "editable": true }, @@ -1420,7 +1416,7 @@ }, { "cell_type": "markdown", - "id": "e700a204", + "id": "703d29a1", "metadata": { "editable": true }, @@ -1432,7 +1428,7 @@ }, { "cell_type": "markdown", - "id": "00136519", + "id": "08009d62", "metadata": { "editable": true }, @@ -1444,7 +1440,7 @@ }, { "cell_type": "markdown", - "id": "489139ae", + "id": "9c8f0925", "metadata": { "editable": true }, @@ -1456,7 +1452,7 @@ }, { "cell_type": "markdown", - "id": "d5dc6730", + "id": "85d39be2", "metadata": { "editable": true }, @@ -1466,7 +1462,7 @@ }, { "cell_type": "markdown", - "id": "87cc9558", + "id": "4b2e5407", "metadata": { "editable": true }, @@ -1478,7 +1474,7 @@ }, { "cell_type": "markdown", - "id": "2e27936a", + "id": "879b6bb7", "metadata": { "editable": true }, @@ -1490,7 +1486,7 @@ }, { "cell_type": "markdown", - "id": "b9232949", + "id": "96bb9aed", "metadata": { "editable": true }, @@ -1502,7 +1498,7 @@ }, { "cell_type": "markdown", - "id": "b5aad43a", + "id": "b361d43d", "metadata": { "editable": true }, @@ -1512,7 +1508,7 @@ }, { "cell_type": "markdown", - "id": "995a3213", + "id": "b424a132", "metadata": { "editable": true }, @@ -1524,7 +1520,7 @@ }, { "cell_type": "markdown", - "id": "977efd9c", + "id": "d2b8875a", "metadata": { "editable": true }, @@ -1534,7 +1530,7 @@ }, { "cell_type": "markdown", - "id": "28ce7fb8", + "id": "ef5d0946", "metadata": { "editable": true }, @@ -1546,7 +1542,7 @@ }, { "cell_type": "markdown", - "id": "5f2775fb", + "id": "b8c965bb", "metadata": { "editable": true }, @@ -1563,7 +1559,7 @@ }, { "cell_type": "markdown", - "id": "a56d9099", + "id": "4ca46098", "metadata": { "editable": true }, @@ -1575,7 +1571,7 @@ }, { "cell_type": "markdown", - "id": "93abb202", + "id": "765cf8a9", "metadata": { "editable": true }, @@ -1587,7 +1583,7 @@ }, { "cell_type": "markdown", - "id": "51e7d81c", + "id": "cea5a740", "metadata": { "editable": true }, @@ -1597,7 +1593,7 @@ }, { "cell_type": "markdown", - "id": "602dd4b5", + "id": "0dc2ed83", "metadata": { "editable": true }, @@ -1609,7 +1605,7 @@ }, { "cell_type": "markdown", - "id": "10090c9c", + "id": "ebbe89de", "metadata": { "editable": true }, @@ -1620,7 +1616,7 @@ }, { "cell_type": "markdown", - "id": "483d7ab3", + "id": "9c5991c2", "metadata": { "editable": true }, @@ -1632,7 +1628,7 @@ }, { "cell_type": "markdown", - "id": "ecfe2b49", + "id": "bdbd830a", "metadata": { "editable": true }, @@ -1642,7 +1638,7 @@ }, { "cell_type": "markdown", - "id": "02423018", + "id": "e16f6c7f", "metadata": { "editable": true }, @@ -1654,7 +1650,7 @@ }, { "cell_type": "markdown", - "id": "32097116", + "id": "057f3282", "metadata": { "editable": true }, @@ -1664,7 +1660,7 @@ }, { "cell_type": "markdown", - "id": "94297730", + "id": "3651c682", "metadata": { "editable": true }, @@ -1676,7 +1672,7 @@ }, { "cell_type": "markdown", - "id": "8b73af09", + "id": "898219c9", "metadata": { "editable": true }, @@ -1687,7 +1683,7 @@ }, { "cell_type": "markdown", - "id": "d425656a", + "id": "dfa581cb", "metadata": { "editable": true }, @@ -1699,7 +1695,7 @@ }, { "cell_type": "markdown", - "id": "b77a90f7", + "id": "0a37367e", "metadata": { "editable": true }, @@ -1717,7 +1713,7 @@ }, { "cell_type": "markdown", - "id": "9471d3d4", + "id": "68adba1f", "metadata": { "editable": true }, @@ -1730,7 +1726,7 @@ }, { "cell_type": "markdown", - "id": "1e91ce22", + "id": "d2b6ba36", "metadata": { "editable": true }, @@ -1742,7 +1738,7 @@ }, { "cell_type": "markdown", - "id": "74a6b5c3", + "id": "a68c10ea", "metadata": { "editable": true }, @@ -1752,7 +1748,7 @@ }, { "cell_type": "markdown", - "id": "5855a130", + "id": "258db750", "metadata": { "editable": true }, @@ -1765,7 +1761,7 @@ }, { "cell_type": "markdown", - "id": "28c481ca", + "id": "c82d11f3", "metadata": { "editable": true }, @@ -1775,7 +1771,7 @@ }, { "cell_type": "markdown", - "id": "ef4d065c", + "id": "bd44a8fe", "metadata": { "editable": true }, @@ -1787,7 +1783,7 @@ }, { "cell_type": "markdown", - "id": "fbaad40a", + "id": "a5ee42ef", "metadata": { "editable": true }, @@ -1800,7 +1796,7 @@ }, { "cell_type": "markdown", - "id": "2c9ad907", + "id": "c5f67bdf", "metadata": { "editable": true }, @@ -1813,7 +1809,7 @@ }, { "cell_type": "markdown", - "id": "826fa98a", + "id": "8416fb32", "metadata": { "editable": true }, @@ -1825,7 +1821,7 @@ }, { "cell_type": "markdown", - "id": "367c2e34", + "id": "8b528c89", "metadata": { "editable": true }, @@ -1837,7 +1833,7 @@ }, { "cell_type": "markdown", - "id": "e0158273", + "id": "2fb38ef4", "metadata": { "editable": true }, @@ -1847,7 +1843,7 @@ }, { "cell_type": "markdown", - "id": "bfb60bc5", + "id": "74911e91", "metadata": { "editable": true }, @@ -1860,7 +1856,7 @@ }, { "cell_type": "markdown", - "id": "31b25f35", + "id": "38435adf", "metadata": { "editable": true }, @@ -1872,7 +1868,7 @@ }, { "cell_type": "markdown", - "id": "8db32c09", + "id": "6ca6e045", "metadata": { "editable": true }, @@ -1884,7 +1880,7 @@ }, { "cell_type": "markdown", - "id": "9f4551db", + "id": "d7705824", "metadata": { "editable": true }, @@ -1901,7 +1897,7 @@ }, { "cell_type": "markdown", - "id": "f7205dc0", + "id": "0dc8271a", "metadata": { "editable": true }, @@ -1913,7 +1909,7 @@ }, { "cell_type": "markdown", - "id": "66221da9", + "id": "70f1ef89", "metadata": { "editable": true }, @@ -1923,7 +1919,7 @@ }, { "cell_type": "markdown", - "id": "0ade2ffe", + "id": "f692a9ab", "metadata": { "editable": true }, @@ -1935,7 +1931,7 @@ }, { "cell_type": "markdown", - "id": "1e634643", + "id": "e321c36f", "metadata": { "editable": true }, @@ -1945,7 +1941,7 @@ }, { "cell_type": "markdown", - "id": "3e89fa91", + "id": "ddcc0f1f", "metadata": { "editable": true }, @@ -1957,7 +1953,7 @@ }, { "cell_type": "markdown", - "id": "07be7934", + "id": "f103d598", "metadata": { "editable": true }, @@ -1969,7 +1965,7 @@ }, { "cell_type": "markdown", - "id": "ceab8dff", + "id": "35a13b62", "metadata": { "editable": true }, @@ -1985,7 +1981,7 @@ }, { "cell_type": "markdown", - "id": "2d9fb2f9", + "id": "89eabe3d", "metadata": { "editable": true }, @@ -1997,7 +1993,7 @@ }, { "cell_type": "markdown", - "id": "ba5061ce", + "id": "9945b60c", "metadata": { "editable": true }, @@ -2009,7 +2005,7 @@ }, { "cell_type": "markdown", - "id": "0d6cded9", + "id": "f22dc7f6", "metadata": { "editable": true }, @@ -2019,7 +2015,7 @@ }, { "cell_type": "markdown", - "id": "58d0d841", + "id": "16c36f3b", "metadata": { "editable": true }, @@ -2031,7 +2027,7 @@ }, { "cell_type": "markdown", - "id": "55eda9de", + "id": "fed685cd", "metadata": { "editable": true }, @@ -2041,7 +2037,7 @@ }, { "cell_type": "markdown", - "id": "c3197e1d", + "id": "c2175453", "metadata": { "editable": true }, @@ -2053,7 +2049,7 @@ }, { "cell_type": "markdown", - "id": "6f94dab2", + "id": "a1e44cb0", "metadata": { "editable": true }, @@ -2070,7 +2066,7 @@ }, { "cell_type": "markdown", - "id": "4be31967", + "id": "3d2a08b3", "metadata": { "editable": true }, @@ -2082,7 +2078,7 @@ }, { "cell_type": "markdown", - "id": "8f368f8d", + "id": "6695af9c", "metadata": { "editable": true }, @@ -2094,7 +2090,7 @@ }, { "cell_type": "markdown", - "id": "6570585e", + "id": "1a064eee", "metadata": { "editable": true }, @@ -2104,7 +2100,7 @@ }, { "cell_type": "markdown", - "id": "d0e63fec", + "id": "292f6690", "metadata": { "editable": true }, @@ -2116,7 +2112,7 @@ }, { "cell_type": "markdown", - "id": "0fd00b10", + "id": "4483b3db", "metadata": { "editable": true }, @@ -2126,7 +2122,7 @@ }, { "cell_type": "markdown", - "id": "b01e3f71", + "id": "aa24b9f7", "metadata": { "editable": true }, @@ -2138,7 +2134,7 @@ }, { "cell_type": "markdown", - "id": "36e10d67", + "id": "7bd4fe4a", "metadata": { "editable": true }, @@ -2148,7 +2144,7 @@ }, { "cell_type": "markdown", - "id": "06c52b5c", + "id": "1dcee11d", "metadata": { "editable": true }, @@ -2160,7 +2156,7 @@ }, { "cell_type": "markdown", - "id": "de75936d", + "id": "ca2b9a4c", "metadata": { "editable": true }, @@ -2170,7 +2166,7 @@ }, { "cell_type": "markdown", - "id": "4bb05c6e", + "id": "8a6fb0ca", "metadata": { "editable": true }, @@ -2182,7 +2178,7 @@ }, { "cell_type": "markdown", - "id": "6a601145", + "id": "29c91373", "metadata": { "editable": true }, @@ -2192,7 +2188,7 @@ }, { "cell_type": "markdown", - "id": "586c6b5a", + "id": "1c15cd8b", "metadata": { "editable": true }, @@ -2211,7 +2207,7 @@ }, { "cell_type": "markdown", - "id": "f93ab287", + "id": "b503c6a4", "metadata": { "editable": true }, @@ -2231,7 +2227,7 @@ }, { "cell_type": "markdown", - "id": "e11a734b", + "id": "d2c0dca8", "metadata": { "editable": true }, @@ -2247,7 +2243,7 @@ }, { "cell_type": "markdown", - "id": "0b539735", + "id": "111a605f", "metadata": { "editable": true }, @@ -2263,7 +2259,7 @@ }, { "cell_type": "markdown", - "id": "02a7db18", + "id": "5f3feb01", "metadata": { "editable": true }, @@ -2274,7 +2270,7 @@ }, { "cell_type": "markdown", - "id": "a352ae00", + "id": "795fdb9d", "metadata": { "editable": true }, @@ -2286,7 +2282,7 @@ }, { "cell_type": "markdown", - "id": "8f738de3", + "id": "49e4767e", "metadata": { "editable": true }, @@ -2296,7 +2292,7 @@ }, { "cell_type": "markdown", - "id": "686752fc", + "id": "0ffa15ab", "metadata": { "editable": true }, @@ -2308,7 +2304,7 @@ }, { "cell_type": "markdown", - "id": "dab7f1e9", + "id": "ee416a5d", "metadata": { "editable": true }, @@ -2318,7 +2314,7 @@ }, { "cell_type": "markdown", - "id": "b26ca81c", + "id": "0f7a295d", "metadata": { "editable": true }, @@ -2330,7 +2326,7 @@ }, { "cell_type": "markdown", - "id": "afb7908f", + "id": "58d9ec73", "metadata": { "editable": true }, @@ -2352,7 +2348,7 @@ }, { "cell_type": "markdown", - "id": "d774053a", + "id": "d9958a09", "metadata": { "editable": true }, @@ -2365,7 +2361,7 @@ }, { "cell_type": "markdown", - "id": "20b4ec75", + "id": "c264f5c5", "metadata": { "editable": true }, @@ -2378,7 +2374,7 @@ }, { "cell_type": "markdown", - "id": "2605ba57", + "id": "fa1a64c6", "metadata": { "editable": true }, @@ -2388,7 +2384,7 @@ }, { "cell_type": "markdown", - "id": "3384fa39", + "id": "5585079a", "metadata": { "editable": true }, @@ -2406,7 +2402,7 @@ }, { "cell_type": "markdown", - "id": "a5464e0f", + "id": "c7067e2b", "metadata": { "editable": true }, @@ -2416,7 +2412,7 @@ }, { "cell_type": "markdown", - "id": "7a3622a2", + "id": "a3b13d10", "metadata": { "editable": true }, @@ -2431,7 +2427,7 @@ }, { "cell_type": "markdown", - "id": "5359b337", + "id": "e7076a62", "metadata": { "editable": true }, @@ -2441,7 +2437,7 @@ }, { "cell_type": "markdown", - "id": "34ba027c", + "id": "03088d9c", "metadata": { "editable": true }, @@ -2455,7 +2451,7 @@ }, { "cell_type": "markdown", - "id": "1a1465c5", + "id": "fe1a553d", "metadata": { "editable": true }, @@ -2465,7 +2461,7 @@ }, { "cell_type": "markdown", - "id": "62444328", + "id": "a25aa276", "metadata": { "editable": true }, @@ -2479,7 +2475,7 @@ }, { "cell_type": "markdown", - "id": "d28f2190", + "id": "71c6286d", "metadata": { "editable": true }, @@ -2494,7 +2490,7 @@ }, { "cell_type": "markdown", - "id": "e6b22394", + "id": "c0cc470b", "metadata": { "editable": true }, @@ -2511,7 +2507,7 @@ }, { "cell_type": "markdown", - "id": "80f0ea9c", + "id": "cddf232c", "metadata": { "editable": true }, @@ -2523,7 +2519,7 @@ }, { "cell_type": "markdown", - "id": "0c07d7c7", + "id": "865fb43c", "metadata": { "editable": true }, @@ -2537,7 +2533,7 @@ }, { "cell_type": "markdown", - "id": "5a8998c7", + "id": "d5a94c76", "metadata": { "editable": true }, @@ -2552,7 +2548,7 @@ }, { "cell_type": "markdown", - "id": "077b19ba", + "id": "e2aaed76", "metadata": { "editable": true }, @@ -2564,7 +2560,7 @@ }, { "cell_type": "markdown", - "id": "aab496e9", + "id": "5ce2028e", "metadata": { "editable": true }, @@ -2575,7 +2571,7 @@ }, { "cell_type": "markdown", - "id": "55c8ce68", + "id": "f4be3a3d", "metadata": { "editable": true }, @@ -2603,7 +2599,7 @@ }, { "cell_type": "markdown", - "id": "9abe39cb", + "id": "8ed1c41c", "metadata": { "editable": true }, @@ -2625,7 +2621,7 @@ }, { "cell_type": "markdown", - "id": "9ea0c64a", + "id": "9d5b2a55", "metadata": { "editable": true }, @@ -2647,7 +2643,7 @@ }, { "cell_type": "markdown", - "id": "d603bdcc", + "id": "4d2e0c9d", "metadata": { "editable": true }, @@ -2659,7 +2655,7 @@ }, { "cell_type": "markdown", - "id": "a27f6dbe", + "id": "56656b24", "metadata": { "editable": true }, @@ -2696,7 +2692,7 @@ }, { "cell_type": "markdown", - "id": "59a67e20", + "id": "abefd38b", "metadata": { "editable": true }, @@ -2724,7 +2720,7 @@ }, { "cell_type": "markdown", - "id": "2aa47103", + "id": "069f5ceb", "metadata": { "editable": true }, @@ -2754,7 +2750,7 @@ }, { "cell_type": "markdown", - "id": "1085ea4b", + "id": "cf83f933", "metadata": { "editable": true }, @@ -2778,13 +2774,10 @@ { "cell_type": "code", "execution_count": 3, - "id": "6444430a", + "id": "340dee17", "metadata": { "collapsed": false, - "editable": true, - "jupyter": { - "outputs_hidden": false - } + "editable": true }, "outputs": [], "source": [ @@ -2794,7 +2787,7 @@ }, { "cell_type": "markdown", - "id": "416d03d1", + "id": "5b73ed42", "metadata": { "editable": true }, @@ -2805,7 +2798,7 @@ }, { "cell_type": "markdown", - "id": "16d6079d", + "id": "24274b25", "metadata": { "editable": true }, @@ -2817,7 +2810,7 @@ }, { "cell_type": "markdown", - "id": "ce537b82", + "id": "c01a102a", "metadata": { "editable": true }, @@ -2827,7 +2820,7 @@ }, { "cell_type": "markdown", - "id": "eda9a455", + "id": "165a9982", "metadata": { "editable": true }, @@ -2839,7 +2832,7 @@ }, { "cell_type": "markdown", - "id": "c9f3b01b", + "id": "bb7c5b66", "metadata": { "editable": true }, @@ -2853,7 +2846,7 @@ }, { "cell_type": "markdown", - "id": "d6f4cb92", + "id": "9601267a", "metadata": { "editable": true }, @@ -2869,7 +2862,7 @@ }, { "cell_type": "markdown", - "id": "f351fff7", + "id": "e0b87d40", "metadata": { "editable": true }, @@ -2879,7 +2872,7 @@ }, { "cell_type": "markdown", - "id": "293bcabf", + "id": "10deacd2", "metadata": { "editable": true }, @@ -2891,7 +2884,7 @@ }, { "cell_type": "markdown", - "id": "664bd53e", + "id": "15e3ca47", "metadata": { "editable": true }, @@ -2901,7 +2894,7 @@ }, { "cell_type": "markdown", - "id": "c43d03b9", + "id": "4b0cefa2", "metadata": { "editable": true }, @@ -2913,7 +2906,7 @@ }, { "cell_type": "markdown", - "id": "51408adf", + "id": "bde069cf", "metadata": { "editable": true }, @@ -2927,7 +2920,7 @@ }, { "cell_type": "markdown", - "id": "feb4e8dd", + "id": "852a31f3", "metadata": { "editable": true }, @@ -2937,7 +2930,7 @@ }, { "cell_type": "markdown", - "id": "4d79fa8f", + "id": "3638c5cd", "metadata": { "editable": true }, @@ -2948,7 +2941,7 @@ }, { "cell_type": "markdown", - "id": "80b134ed", + "id": "92e61aa0", "metadata": { "editable": true }, @@ -2963,7 +2956,7 @@ }, { "cell_type": "markdown", - "id": "231b5bfa", + "id": "6f4de703", "metadata": { "editable": true }, @@ -2973,7 +2966,7 @@ }, { "cell_type": "markdown", - "id": "f3fce0e1", + "id": "a7291ca5", "metadata": { "editable": true }, @@ -2985,7 +2978,7 @@ }, { "cell_type": "markdown", - "id": "bdfabff8", + "id": "b9cd4475", "metadata": { "editable": true }, @@ -2997,7 +2990,7 @@ }, { "cell_type": "markdown", - "id": "47704d64", + "id": "4a5bdd1c", "metadata": { "editable": true }, @@ -3012,7 +3005,7 @@ }, { "cell_type": "markdown", - "id": "0ac8f118", + "id": "5a11cad6", "metadata": { "editable": true }, @@ -3025,13 +3018,10 @@ { "cell_type": "code", "execution_count": 4, - "id": "3ad7c5f2", + "id": "9d41e415", "metadata": { "collapsed": false, - "editable": true, - "jupyter": { - "outputs_hidden": false - } + "editable": true }, "outputs": [], "source": [ @@ -3085,7 +3075,7 @@ }, { "cell_type": "markdown", - "id": "550ef49d", + "id": "970dcbaa", "metadata": { "editable": true }, @@ -3097,7 +3087,7 @@ }, { "cell_type": "markdown", - "id": "1f04b3a5", + "id": "94022038", "metadata": { "editable": true }, @@ -3109,7 +3099,7 @@ }, { "cell_type": "markdown", - "id": "5befc6eb", + "id": "e8ce8d1e", "metadata": { "editable": true }, @@ -3119,7 +3109,7 @@ }, { "cell_type": "markdown", - "id": "64e4df04", + "id": "9a0a1908", "metadata": { "editable": true }, @@ -3133,7 +3123,7 @@ }, { "cell_type": "markdown", - "id": "5b49efe3", + "id": "7a57196d", "metadata": { "editable": true }, @@ -3143,7 +3133,7 @@ }, { "cell_type": "markdown", - "id": "8c62c69b", + "id": "84b91ee4", "metadata": { "editable": true }, @@ -3155,7 +3145,7 @@ }, { "cell_type": "markdown", - "id": "5eee2714", + "id": "f8301935", "metadata": { "editable": true }, @@ -3166,7 +3156,7 @@ }, { "cell_type": "markdown", - "id": "226a4532", + "id": "6489403c", "metadata": { "editable": true }, @@ -3181,7 +3171,7 @@ }, { "cell_type": "markdown", - "id": "a59e5654", + "id": "ba051f2f", "metadata": { "editable": true }, @@ -3195,7 +3185,7 @@ }, { "cell_type": "markdown", - "id": "d420e0ec", + "id": "97b592d8", "metadata": { "editable": true }, @@ -3206,13 +3196,10 @@ { "cell_type": "code", "execution_count": 5, - "id": "200aa258", + "id": "4c889104", "metadata": { "collapsed": false, - "editable": true, - "jupyter": { - "outputs_hidden": false - } + "editable": true }, "outputs": [], "source": [ @@ -3270,7 +3257,7 @@ }, { "cell_type": "markdown", - "id": "13bb84c3", + "id": "118a6d81", "metadata": { "editable": true }, @@ -3292,7 +3279,7 @@ }, { "cell_type": "markdown", - "id": "d1bea27c", + "id": "d6b1ae12", "metadata": { "editable": true }, @@ -3304,7 +3291,7 @@ }, { "cell_type": "markdown", - "id": "6f578797", + "id": "d0122aa0", "metadata": { "editable": true }, @@ -3316,7 +3303,7 @@ }, { "cell_type": "markdown", - "id": "37e09668", + "id": "f15cf997", "metadata": { "editable": true }, @@ -3328,7 +3315,7 @@ }, { "cell_type": "markdown", - "id": "ab99fd28", + "id": "8e8fa2ee", "metadata": { "editable": true }, @@ -3338,7 +3325,7 @@ }, { "cell_type": "markdown", - "id": "8944106f", + "id": "958330d5", "metadata": { "editable": true }, @@ -3350,7 +3337,7 @@ }, { "cell_type": "markdown", - "id": "56d3108c", + "id": "f717adba", "metadata": { "editable": true }, @@ -3360,7 +3347,7 @@ }, { "cell_type": "markdown", - "id": "f8bf6f44", + "id": "30c47fd4", "metadata": { "editable": true }, @@ -3377,7 +3364,7 @@ }, { "cell_type": "markdown", - "id": "cab3a9f2", + "id": "d9f6969f", "metadata": { "editable": true }, @@ -3387,7 +3374,7 @@ }, { "cell_type": "markdown", - "id": "7dcc57e6", + "id": "7d4ccc5e", "metadata": { "editable": true }, @@ -3399,7 +3386,7 @@ }, { "cell_type": "markdown", - "id": "27385198", + "id": "18ef7a70", "metadata": { "editable": true }, @@ -3409,7 +3396,7 @@ }, { "cell_type": "markdown", - "id": "64ec3a57", + "id": "879317d3", "metadata": { "editable": true }, @@ -3421,7 +3408,7 @@ }, { "cell_type": "markdown", - "id": "a3980c65", + "id": "b3310c1a", "metadata": { "editable": true }, @@ -3435,7 +3422,7 @@ }, { "cell_type": "markdown", - "id": "b93e3b57", + "id": "2f70bc34", "metadata": { "editable": true }, @@ -3447,7 +3434,7 @@ }, { "cell_type": "markdown", - "id": "19a6ba0f", + "id": "f97015d4", "metadata": { "editable": true }, @@ -3466,7 +3453,7 @@ }, { "cell_type": "markdown", - "id": "ea004e89", + "id": "09567afe", "metadata": { "editable": true }, @@ -3479,7 +3466,7 @@ }, { "cell_type": "markdown", - "id": "97f6ca82", + "id": "6f286124", "metadata": { "editable": true }, @@ -3491,7 +3478,7 @@ }, { "cell_type": "markdown", - "id": "514ddb9a", + "id": "3021f781", "metadata": { "editable": true }, @@ -3501,7 +3488,7 @@ }, { "cell_type": "markdown", - "id": "0bf1341a", + "id": "12cc1afc", "metadata": { "editable": true }, @@ -3514,7 +3501,7 @@ }, { "cell_type": "markdown", - "id": "bf6a133b", + "id": "81933f74", "metadata": { "editable": true }, @@ -3524,7 +3511,7 @@ }, { "cell_type": "markdown", - "id": "050c03f9", + "id": "591b7439", "metadata": { "editable": true }, @@ -3536,7 +3523,7 @@ }, { "cell_type": "markdown", - "id": "8a23d4f2", + "id": "fdff1579", "metadata": { "editable": true }, @@ -3551,7 +3538,7 @@ }, { "cell_type": "markdown", - "id": "c52f80a3", + "id": "df3b723c", "metadata": { "editable": true }, @@ -3564,7 +3551,7 @@ }, { "cell_type": "markdown", - "id": "0a23b37f", + "id": "83255b6e", "metadata": { "editable": true }, @@ -3578,7 +3565,7 @@ }, { "cell_type": "markdown", - "id": "e6b19e9d", + "id": "5998066d", "metadata": { "editable": true }, @@ -3590,7 +3577,7 @@ }, { "cell_type": "markdown", - "id": "244c47b3", + "id": "11eee660", "metadata": { "editable": true }, @@ -3600,7 +3587,7 @@ }, { "cell_type": "markdown", - "id": "e0c9b0bc", + "id": "161b042a", "metadata": { "editable": true }, @@ -3613,7 +3600,7 @@ }, { "cell_type": "markdown", - "id": "0133c8b9", + "id": "1b2aa879", "metadata": { "editable": true }, @@ -3625,7 +3612,7 @@ }, { "cell_type": "markdown", - "id": "668e8c08", + "id": "706aca97", "metadata": { "editable": true }, @@ -3637,7 +3624,7 @@ }, { "cell_type": "markdown", - "id": "5baf1ed6", + "id": "ce5b52b8", "metadata": { "editable": true }, @@ -3649,7 +3636,7 @@ }, { "cell_type": "markdown", - "id": "f88e83da", + "id": "b3fa14b4", "metadata": { "editable": true }, @@ -3661,7 +3648,7 @@ }, { "cell_type": "markdown", - "id": "52d3bad9", + "id": "8ba3fc8e", "metadata": { "editable": true }, @@ -3675,7 +3662,7 @@ }, { "cell_type": "markdown", - "id": "3f851f7b", + "id": "7da5a3e9", "metadata": { "editable": true }, @@ -3687,7 +3674,7 @@ }, { "cell_type": "markdown", - "id": "ff385b9b", + "id": "3fc68c1b", "metadata": { "editable": true }, @@ -3697,7 +3684,7 @@ }, { "cell_type": "markdown", - "id": "996e96e0", + "id": "5fee5c62", "metadata": { "editable": true }, @@ -3709,7 +3696,7 @@ }, { "cell_type": "markdown", - "id": "b028b535", + "id": "4db79811", "metadata": { "editable": true }, @@ -3719,7 +3706,7 @@ }, { "cell_type": "markdown", - "id": "607a7e86", + "id": "402c3079", "metadata": { "editable": true }, @@ -3731,7 +3718,7 @@ }, { "cell_type": "markdown", - "id": "939185a6", + "id": "a5afbf3f", "metadata": { "editable": true }, @@ -3743,7 +3730,7 @@ }, { "cell_type": "markdown", - "id": "a056b54e", + "id": "ac0a6ee5", "metadata": { "editable": true }, @@ -3753,7 +3740,7 @@ }, { "cell_type": "markdown", - "id": "59d5ab02", + "id": "21c2f6ec", "metadata": { "editable": true }, @@ -3764,7 +3751,7 @@ }, { "cell_type": "markdown", - "id": "5773f651", + "id": "89a87fad", "metadata": { "editable": true }, @@ -3776,7 +3763,7 @@ }, { "cell_type": "markdown", - "id": "efd6238f", + "id": "4975d247", "metadata": { "editable": true }, @@ -3792,7 +3779,7 @@ }, { "cell_type": "markdown", - "id": "26fbae84", + "id": "975c215f", "metadata": { "editable": true }, @@ -3805,7 +3792,7 @@ }, { "cell_type": "markdown", - "id": "0e41f73a", + "id": "e1c45d65", "metadata": { "editable": true }, @@ -3817,7 +3804,7 @@ }, { "cell_type": "markdown", - "id": "f0548c40", + "id": "625e79a4", "metadata": { "editable": true }, @@ -3827,7 +3814,7 @@ }, { "cell_type": "markdown", - "id": "0df8afc2", + "id": "45662b85", "metadata": { "editable": true }, @@ -3839,7 +3826,7 @@ }, { "cell_type": "markdown", - "id": "6b48c74d", + "id": "5171be1b", "metadata": { "editable": true }, @@ -3849,7 +3836,7 @@ }, { "cell_type": "markdown", - "id": "12dbe639", + "id": "ab478567", "metadata": { "editable": true }, @@ -3861,7 +3848,7 @@ }, { "cell_type": "markdown", - "id": "8900f79a", + "id": "24e54c57", "metadata": { "editable": true }, @@ -3873,7 +3860,7 @@ }, { "cell_type": "markdown", - "id": "29c0eca1", + "id": "fffd7b4a", "metadata": { "editable": true }, @@ -3889,7 +3876,7 @@ }, { "cell_type": "markdown", - "id": "b7d31204", + "id": "28f96b1e", "metadata": { "editable": true }, @@ -3901,7 +3888,7 @@ }, { "cell_type": "markdown", - "id": "1270f73f", + "id": "0d0bacc6", "metadata": { "editable": true }, @@ -3913,7 +3900,7 @@ }, { "cell_type": "markdown", - "id": "7279dcbe", + "id": "f387351e", "metadata": { "editable": true }, @@ -3923,7 +3910,7 @@ }, { "cell_type": "markdown", - "id": "ab346223", + "id": "bf3b2e30", "metadata": { "editable": true }, @@ -3935,7 +3922,7 @@ }, { "cell_type": "markdown", - "id": "49c314e4", + "id": "aab5ee02", "metadata": { "editable": true }, @@ -3945,7 +3932,7 @@ }, { "cell_type": "markdown", - "id": "1da873ac", + "id": "2de98f68", "metadata": { "editable": true }, @@ -3957,7 +3944,7 @@ }, { "cell_type": "markdown", - "id": "0a38ddd3", + "id": "21ef5fbd", "metadata": { "editable": true }, @@ -3974,7 +3961,7 @@ }, { "cell_type": "markdown", - "id": "030c06ad", + "id": "c81e46fb", "metadata": { "editable": true }, @@ -3986,7 +3973,7 @@ }, { "cell_type": "markdown", - "id": "071ef5a1", + "id": "b975ffc3", "metadata": { "editable": true }, @@ -3998,7 +3985,7 @@ }, { "cell_type": "markdown", - "id": "0c99f764", + "id": "980399aa", "metadata": { "editable": true }, @@ -4008,7 +3995,7 @@ }, { "cell_type": "markdown", - "id": "eb13fc69", + "id": "01055679", "metadata": { "editable": true }, @@ -4020,7 +4007,7 @@ }, { "cell_type": "markdown", - "id": "31d61677", + "id": "adc863f5", "metadata": { "editable": true }, @@ -4030,7 +4017,7 @@ }, { "cell_type": "markdown", - "id": "0d0b6519", + "id": "5d04906d", "metadata": { "editable": true }, @@ -4042,7 +4029,7 @@ }, { "cell_type": "markdown", - "id": "8e977149", + "id": "7a0eeda0", "metadata": { "editable": true }, @@ -4052,7 +4039,7 @@ }, { "cell_type": "markdown", - "id": "f1ef4c85", + "id": "fc7380ad", "metadata": { "editable": true }, @@ -4064,7 +4051,7 @@ }, { "cell_type": "markdown", - "id": "49241ef3", + "id": "740b3a8d", "metadata": { "editable": true }, @@ -4074,7 +4061,7 @@ }, { "cell_type": "markdown", - "id": "2c8d639a", + "id": "4e0ef576", "metadata": { "editable": true }, @@ -4089,7 +4076,7 @@ }, { "cell_type": "markdown", - "id": "6c494942", + "id": "5fe60c50", "metadata": { "editable": true }, @@ -4101,7 +4088,7 @@ }, { "cell_type": "markdown", - "id": "82836338", + "id": "066bede3", "metadata": { "editable": true }, @@ -4111,7 +4098,7 @@ }, { "cell_type": "markdown", - "id": "58c40c0b", + "id": "ff9777a3", "metadata": { "editable": true }, @@ -4123,7 +4110,7 @@ }, { "cell_type": "markdown", - "id": "702262e3", + "id": "8129f413", "metadata": { "editable": true }, @@ -4135,7 +4122,7 @@ }, { "cell_type": "markdown", - "id": "7f3a0e11", + "id": "27bd2c6b", "metadata": { "editable": true }, @@ -4147,7 +4134,7 @@ }, { "cell_type": "markdown", - "id": "eb91962a", + "id": "3c7bdbd9", "metadata": { "editable": true }, @@ -4157,7 +4144,7 @@ }, { "cell_type": "markdown", - "id": "709ed7e7", + "id": "c77e1158", "metadata": { "editable": true }, @@ -4169,7 +4156,7 @@ }, { "cell_type": "markdown", - "id": "e8c22ae1", + "id": "821bc08e", "metadata": { "editable": true }, @@ -4181,7 +4168,7 @@ }, { "cell_type": "markdown", - "id": "53383f33", + "id": "5c5db213", "metadata": { "editable": true }, @@ -4193,7 +4180,7 @@ }, { "cell_type": "markdown", - "id": "2dd57e86", + "id": "f54c1921", "metadata": { "editable": true }, @@ -4203,7 +4190,7 @@ }, { "cell_type": "markdown", - "id": "5e2d21d0", + "id": "bcc1d67c", "metadata": { "editable": true }, @@ -4215,7 +4202,7 @@ }, { "cell_type": "markdown", - "id": "90d93b9f", + "id": "3b058af7", "metadata": { "editable": true }, @@ -4225,7 +4212,7 @@ }, { "cell_type": "markdown", - "id": "6aa67eee", + "id": "f19c2a78", "metadata": { "editable": true }, @@ -4239,7 +4226,7 @@ }, { "cell_type": "markdown", - "id": "d552c054", + "id": "65c64ee7", "metadata": { "editable": true }, @@ -4249,7 +4236,7 @@ }, { "cell_type": "markdown", - "id": "781fad91", + "id": "0657cd80", "metadata": { "editable": true }, @@ -4261,7 +4248,7 @@ }, { "cell_type": "markdown", - "id": "690a2d7f", + "id": "dd45d477", "metadata": { "editable": true }, @@ -4273,7 +4260,7 @@ }, { "cell_type": "markdown", - "id": "8932631e", + "id": "c871bd54", "metadata": { "editable": true }, @@ -4283,7 +4270,7 @@ }, { "cell_type": "markdown", - "id": "875fd35c", + "id": "867eb3b8", "metadata": { "editable": true }, @@ -4295,7 +4282,7 @@ }, { "cell_type": "markdown", - "id": "af3ac90e", + "id": "fb8d9b04", "metadata": { "editable": true }, @@ -4305,7 +4292,7 @@ }, { "cell_type": "markdown", - "id": "d7ab8556", + "id": "9d3187ed", "metadata": { "editable": true }, @@ -4317,7 +4304,7 @@ }, { "cell_type": "markdown", - "id": "98ddfe96", + "id": "4038aabf", "metadata": { "editable": true }, @@ -4329,7 +4316,7 @@ }, { "cell_type": "markdown", - "id": "d299afd4", + "id": "8fa00674", "metadata": { "editable": true }, @@ -4339,7 +4326,7 @@ }, { "cell_type": "markdown", - "id": "37ccb67c", + "id": "4195dda7", "metadata": { "editable": true }, @@ -4351,7 +4338,7 @@ }, { "cell_type": "markdown", - "id": "d7aae5a8", + "id": "c096e93a", "metadata": { "editable": true }, @@ -4361,7 +4348,7 @@ }, { "cell_type": "markdown", - "id": "c056e312", + "id": "6270fd11", "metadata": { "editable": true }, @@ -4373,7 +4360,7 @@ }, { "cell_type": "markdown", - "id": "1b1aebee", + "id": "34614c89", "metadata": { "editable": true }, @@ -4385,7 +4372,7 @@ }, { "cell_type": "markdown", - "id": "3c8c13c4", + "id": "d91e2d34", "metadata": { "editable": true }, @@ -4395,7 +4382,7 @@ }, { "cell_type": "markdown", - "id": "b02861f1", + "id": "5ca0da3a", "metadata": { "editable": true }, @@ -4407,7 +4394,7 @@ }, { "cell_type": "markdown", - "id": "da7f958c", + "id": "9d0a6088", "metadata": { "editable": true }, @@ -4420,7 +4407,7 @@ }, { "cell_type": "markdown", - "id": "1d47c40d", + "id": "86f88f30", "metadata": { "editable": true }, @@ -4432,7 +4419,7 @@ }, { "cell_type": "markdown", - "id": "7893e293", + "id": "6c571de7", "metadata": { "editable": true }, @@ -4444,7 +4431,7 @@ }, { "cell_type": "markdown", - "id": "7dc59387", + "id": "bee8b3e1", "metadata": { "editable": true }, @@ -4456,7 +4443,7 @@ }, { "cell_type": "markdown", - "id": "9834c1a9", + "id": "b1bc09be", "metadata": { "editable": true }, @@ -4466,7 +4453,7 @@ }, { "cell_type": "markdown", - "id": "23231256", + "id": "c892db64", "metadata": { "editable": true }, @@ -4478,7 +4465,7 @@ }, { "cell_type": "markdown", - "id": "2b3a7b7c", + "id": "34fe1fec", "metadata": { "editable": true }, @@ -4488,7 +4475,7 @@ }, { "cell_type": "markdown", - "id": "dfb51472", + "id": "5f60a39d", "metadata": { "editable": true }, @@ -4500,7 +4487,7 @@ }, { "cell_type": "markdown", - "id": "6eebcc5b", + "id": "28062cda", "metadata": { "editable": true }, @@ -4510,7 +4497,7 @@ }, { "cell_type": "markdown", - "id": "38e88346", + "id": "f5d86888", "metadata": { "editable": true }, @@ -4522,7 +4509,7 @@ }, { "cell_type": "markdown", - "id": "283d4efc", + "id": "2b19fd13", "metadata": { "editable": true }, @@ -4532,7 +4519,7 @@ }, { "cell_type": "markdown", - "id": "fc385baf", + "id": "5101c919", "metadata": { "editable": true }, @@ -4545,7 +4532,7 @@ }, { "cell_type": "markdown", - "id": "c10cc50e", + "id": "4e96fa24", "metadata": { "editable": true }, @@ -4557,7 +4544,7 @@ }, { "cell_type": "markdown", - "id": "08faccc9", + "id": "b34e639a", "metadata": { "editable": true }, @@ -4569,7 +4556,7 @@ }, { "cell_type": "markdown", - "id": "dd27e27b", + "id": "205663da", "metadata": { "editable": true }, @@ -4579,7 +4566,7 @@ }, { "cell_type": "markdown", - "id": "360ccf28", + "id": "40ffd08a", "metadata": { "editable": true }, @@ -4591,7 +4578,7 @@ }, { "cell_type": "markdown", - "id": "cf62c569", + "id": "ffc3b54f", "metadata": { "editable": true }, @@ -4608,7 +4595,7 @@ }, { "cell_type": "markdown", - "id": "637ca67f", + "id": "0f54d6d6", "metadata": { "editable": true }, @@ -4620,7 +4607,7 @@ }, { "cell_type": "markdown", - "id": "1d4c49ff", + "id": "f2105297", "metadata": { "editable": true }, @@ -4632,7 +4619,7 @@ }, { "cell_type": "markdown", - "id": "072a9392", + "id": "55b16660", "metadata": { "editable": true }, @@ -4642,7 +4629,7 @@ }, { "cell_type": "markdown", - "id": "c8f266e2", + "id": "24d3bfad", "metadata": { "editable": true }, @@ -4654,7 +4641,7 @@ }, { "cell_type": "markdown", - "id": "d2c520b5", + "id": "980636a3", "metadata": { "editable": true }, @@ -4664,7 +4651,7 @@ }, { "cell_type": "markdown", - "id": "30040418", + "id": "9d416efc", "metadata": { "editable": true }, @@ -4676,7 +4663,7 @@ }, { "cell_type": "markdown", - "id": "2c8df188", + "id": "eb49d531", "metadata": { "editable": true }, @@ -4686,7 +4673,7 @@ }, { "cell_type": "markdown", - "id": "9190ff77", + "id": "d2fa8807", "metadata": { "editable": true }, @@ -4698,7 +4685,7 @@ }, { "cell_type": "markdown", - "id": "dca82691", + "id": "47544b65", "metadata": { "editable": true }, @@ -4708,7 +4695,7 @@ }, { "cell_type": "markdown", - "id": "3ac38601", + "id": "910c6e2e", "metadata": { "editable": true }, @@ -4723,13 +4710,10 @@ { "cell_type": "code", "execution_count": 6, - "id": "7ca4918a", + "id": "2bf843b0", "metadata": { "collapsed": false, - "editable": true, - "jupyter": { - "outputs_hidden": false - } + "editable": true }, "outputs": [], "source": [ @@ -4786,7 +4770,7 @@ }, { "cell_type": "markdown", - "id": "9278eae3", + "id": "d8ad10a5", "metadata": { "editable": true }, @@ -4796,7 +4780,7 @@ }, { "cell_type": "markdown", - "id": "c4b59ba1", + "id": "ef3c7c6d", "metadata": { "editable": true }, @@ -4807,13 +4791,10 @@ { "cell_type": "code", "execution_count": 7, - "id": "3b6ba6a2", + "id": "420827b7", "metadata": { "collapsed": false, - "editable": true, - "jupyter": { - "outputs_hidden": false - } + "editable": true }, "outputs": [], "source": [ @@ -4877,7 +4858,7 @@ }, { "cell_type": "markdown", - "id": "6f503db8", + "id": "514396c1", "metadata": { "editable": true }, @@ -4888,13 +4869,10 @@ { "cell_type": "code", "execution_count": 8, - "id": "3410ffb2", + "id": "92ca291e", "metadata": { "collapsed": false, - "editable": true, - "jupyter": { - "outputs_hidden": false - } + "editable": true }, "outputs": [], "source": [ @@ -4979,25 +4957,7 @@ ] } ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.15" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } diff --git a/doc/src/week36/week36.do.txt b/doc/src/week36/week36.do.txt index dcafb5882..ba2f64d80 100644 --- a/doc/src/week36/week36.do.txt +++ b/doc/src/week36/week36.do.txt @@ -9,8 +9,8 @@ DATE: September 1-5, 2025 _Material for the lecture on Monday September 1:_ o Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis o Derivation of Gradient descent and discussion of implementations for -# * "Video of lecture":"https://youtu.be/oHjqjUB36KE" -# * "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf" +o Video of lecture at URL:"https://youtu.be/nVE_FRnGAHw" +o Whiteboard notes at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf" _Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):_ o Technicalities concerning Ridge and Lasso linear regression. o Presentation and discussion of the first project