diff --git a/doc/pub/week47/html/._week47-bs000.html b/doc/pub/week47/html/._week47-bs000.html index 6f7ca91e4..9a32e7092 100644 --- a/doc/pub/week47/html/._week47-bs000.html +++ b/doc/pub/week47/html/._week47-bs000.html @@ -429,7 +429,7 @@ MathJax.Hub.Config({
-

Nov 21, 2022

+

Nov 22, 2022


diff --git a/doc/pub/week47/html/._week47-bs001.html b/doc/pub/week47/html/._week47-bs001.html index c94756c27..b45089314 100644 --- a/doc/pub/week47/html/._week47-bs001.html +++ b/doc/pub/week47/html/._week47-bs001.html @@ -417,17 +417,29 @@ MathJax.Hub.Config({
  • Thursday: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering
  • Friday: PCA and clustering and Summary of Course
    • -Excellent video: +
    +
    +
    1. We recommend highly the video on PCA by Brunton and Kutz, see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.
    2. And another good video on PCA
    3. k-means clustering video
    -

    _Reading recommendations:

    +
    +
    + + +
    +
    +
    1. Geron's chapter 9 on PCA
    2. Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)
    +
    +
    + +

    -Excellent video: +

    + +

    1. We recommend highly the video on PCA by Brunton and Kutz, see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.

    2. And another good video on PCA

    3. k-means clustering video
    +
    + + +
    +Reading recommendations:

    -

    _Reading recommendations:

    1. Geron's chapter 9 on PCA

    2. Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)
    +
    diff --git a/doc/pub/week47/html/week47-solarized.html b/doc/pub/week47/html/week47-solarized.html index 3454d0ae7..00e2bd442 100644 --- a/doc/pub/week47/html/week47-solarized.html +++ b/doc/pub/week47/html/week47-solarized.html @@ -333,7 +333,7 @@ MathJax.Hub.Config({
    -

    Nov 21, 2022

    +

    Nov 22, 2022


    @@ -344,17 +344,27 @@ MathJax.Hub.Config({
  • Thursday: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering
  • Friday: PCA and clustering and Summary of Course
    • -Excellent video: +
    + +

    1. We recommend highly the video on PCA by Brunton and Kutz, see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.
    2. And another good video on PCA
    3. k-means clustering video
    -

    _Reading recommendations:

    +
    + + +
    +Reading recommendations: +

    1. Geron's chapter 9 on PCA
    2. Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)
    +
    + +









    Basic ideas of the Principal Component Analysis (PCA)

    diff --git a/doc/pub/week47/html/week47.html b/doc/pub/week47/html/week47.html index 33f029243..76585db59 100644 --- a/doc/pub/week47/html/week47.html +++ b/doc/pub/week47/html/week47.html @@ -410,7 +410,7 @@ MathJax.Hub.Config({
    -

    Nov 21, 2022

    +

    Nov 22, 2022


    @@ -421,17 +421,27 @@ MathJax.Hub.Config({
  • Thursday: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering
  • Friday: PCA and clustering and Summary of Course
    • -Excellent video: +
    + +

    1. We recommend highly the video on PCA by Brunton and Kutz, see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.
    2. And another good video on PCA
    3. k-means clustering video
    -

    _Reading recommendations:

    +
    + + +
    +Reading recommendations: +

    1. Geron's chapter 9 on PCA
    2. Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)
    +
    + +









    Basic ideas of the Principal Component Analysis (PCA)

    diff --git a/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz b/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz index 4a8dbaa10..80de7002c 100644 Binary files a/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz and b/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz differ diff --git a/doc/pub/week47/ipynb/week47.ipynb b/doc/pub/week47/ipynb/week47.ipynb index ba9da3122..a80248957 100644 --- a/doc/pub/week47/ipynb/week47.ipynb +++ b/doc/pub/week47/ipynb/week47.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "290f096b", + "id": "a83498c9", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "3d25dd59", + "id": "d56f0819", "metadata": { "editable": true }, @@ -22,14 +22,14 @@ "# Week 47: Unsupervised learning (PCA and Clustering) and Summary of Course\n", "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n", "\n", - "Date: **Nov 21, 2022**\n", + "Date: **Nov 22, 2022**\n", "\n", "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license" ] }, { "cell_type": "markdown", - "id": "98378265", + "id": "12eb854d", "metadata": { "editable": true }, @@ -40,14 +40,14 @@ "\n", "* **Friday**: PCA and clustering and Summary of Course\n", "\n", - "**Excellent video**:\n", "1. We recommend highly the video on PCA by [Brunton and Kutz](http://www.databookuw.com/page-2/page-4/), see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.\n", "\n", "2. [And another good video on PCA](https://www.youtube.com/watch?v=FgakZw6K1QQ)\n", "\n", "3. [k-means clustering video](https://www.youtube.com/watch?v=4b5d3muPQmA)\n", "\n", - "_Reading recommendations:\n", + "**Reading recommendations:**\n", + "\n", "1. Geron's chapter 9 on PCA\n", "\n", "2. Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)" @@ -55,7 +55,7 @@ }, { "cell_type": "markdown", - "id": "5b1d0ff5", + "id": "8824691f", "metadata": { "editable": true }, @@ -82,7 +82,7 @@ }, { "cell_type": "markdown", - "id": "fc0d21a2", + "id": "905a4a02", "metadata": { "editable": true }, @@ -98,7 +98,7 @@ }, { "cell_type": "markdown", - "id": "67b614ce", + "id": "4783f702", "metadata": { "editable": true }, @@ -112,7 +112,7 @@ }, { "cell_type": "markdown", - "id": "8ed2fda8", + "id": "162f14c5", "metadata": { "editable": true }, @@ -122,7 +122,7 @@ }, { "cell_type": "markdown", - "id": "e861da00", + "id": "27f9fe87", "metadata": { "editable": true }, @@ -134,7 +134,7 @@ }, { "cell_type": "markdown", - "id": "cdb5bf40", + "id": "9cd3e4de", "metadata": { "editable": true }, @@ -144,7 +144,7 @@ }, { "cell_type": "markdown", - "id": "b7203b0d", + "id": "116e2869", "metadata": { "editable": true }, @@ -156,7 +156,7 @@ }, { "cell_type": "markdown", - "id": "431910d2", + "id": "732f9a40", "metadata": { "editable": true }, @@ -166,7 +166,7 @@ }, { "cell_type": "markdown", - "id": "96bd1a07", + "id": "57dbc1a5", "metadata": { "editable": true }, @@ -180,7 +180,7 @@ }, { "cell_type": "markdown", - "id": "4de56233", + "id": "583861a5", "metadata": { "editable": true }, @@ -195,7 +195,7 @@ }, { "cell_type": "markdown", - "id": "d983a9d4", + "id": "aed6523a", "metadata": { "editable": true }, @@ -207,7 +207,7 @@ }, { "cell_type": "markdown", - "id": "9913f796", + "id": "29c685ab", "metadata": { "editable": true }, @@ -220,7 +220,7 @@ }, { "cell_type": "markdown", - "id": "b94eaabf", + "id": "9fe3f5f7", "metadata": { "editable": true }, @@ -234,7 +234,7 @@ }, { "cell_type": "markdown", - "id": "1c568f22", + "id": "219eba8c", "metadata": { "editable": true }, @@ -244,7 +244,7 @@ }, { "cell_type": "markdown", - "id": "85c0a8cc", + "id": "1f1a61e3", "metadata": { "editable": true }, @@ -256,7 +256,7 @@ }, { "cell_type": "markdown", - "id": "b1b72398", + "id": "b0d9acdb", "metadata": { "editable": true }, @@ -275,7 +275,7 @@ }, { "cell_type": "markdown", - "id": "496fd6d5", + "id": "dd640d7e", "metadata": { "editable": true }, @@ -287,7 +287,7 @@ }, { "cell_type": "markdown", - "id": "f3f4d024", + "id": "307231e1", "metadata": { "editable": true }, @@ -299,7 +299,7 @@ }, { "cell_type": "markdown", - "id": "6baed444", + "id": "b165621f", "metadata": { "editable": true }, @@ -309,7 +309,7 @@ }, { "cell_type": "markdown", - "id": "fb97c1f7", + "id": "569eb876", "metadata": { "editable": true }, @@ -321,7 +321,7 @@ }, { "cell_type": "markdown", - "id": "fb55544c", + "id": "8f53560e", "metadata": { "editable": true }, @@ -335,7 +335,7 @@ }, { "cell_type": "markdown", - "id": "9beb5c03", + "id": "6011f58c", "metadata": { "editable": true }, @@ -354,7 +354,7 @@ }, { "cell_type": "markdown", - "id": "265f3a18", + "id": "766c7d25", "metadata": { "editable": true }, @@ -366,7 +366,7 @@ }, { "cell_type": "markdown", - "id": "90aecc67", + "id": "f47cfea6", "metadata": { "editable": true }, @@ -385,7 +385,7 @@ }, { "cell_type": "markdown", - "id": "3692c372", + "id": "1776b677", "metadata": { "editable": true }, @@ -401,7 +401,7 @@ }, { "cell_type": "markdown", - "id": "f084b05e", + "id": "80e8b835", "metadata": { "editable": true }, @@ -419,7 +419,7 @@ }, { "cell_type": "markdown", - "id": "a0156330", + "id": "4385fe3d", "metadata": { "editable": true }, @@ -434,7 +434,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "b5934972", + "id": "43385082", "metadata": { "collapsed": false, "editable": true @@ -455,7 +455,7 @@ }, { "cell_type": "markdown", - "id": "44fc04e2", + "id": "eb9ebeb2", "metadata": { "editable": true }, @@ -472,7 +472,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "0cfa3248", + "id": "4b1df3a0", "metadata": { "collapsed": false, "editable": true @@ -504,7 +504,7 @@ }, { "cell_type": "markdown", - "id": "f17ffdca", + "id": "8c8e3bc7", "metadata": { "editable": true }, @@ -518,7 +518,7 @@ }, { "cell_type": "markdown", - "id": "9008fcdd", + "id": "28dd243b", "metadata": { "editable": true }, @@ -531,7 +531,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "3bf6edf5", + "id": "5840dacd", "metadata": { "collapsed": false, "editable": true @@ -555,7 +555,7 @@ }, { "cell_type": "markdown", - "id": "64c74fdd", + "id": "425d4eab", "metadata": { "editable": true }, @@ -568,7 +568,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "9fdd6626", + "id": "c80e7c58", "metadata": { "collapsed": false, "editable": true @@ -622,7 +622,7 @@ }, { "cell_type": "markdown", - "id": "8bd3cf29", + "id": "b161b5f6", "metadata": { "editable": true }, @@ -637,7 +637,7 @@ }, { "cell_type": "markdown", - "id": "5fe646e7", + "id": "cd30963b", "metadata": { "editable": true }, @@ -649,7 +649,7 @@ }, { "cell_type": "markdown", - "id": "dab20c0b", + "id": "00d7863a", "metadata": { "editable": true }, @@ -661,7 +661,7 @@ }, { "cell_type": "markdown", - "id": "8e4a56b7", + "id": "65099d0c", "metadata": { "editable": true }, @@ -671,7 +671,7 @@ }, { "cell_type": "markdown", - "id": "14454a0e", + "id": "606c1b67", "metadata": { "editable": true }, @@ -688,7 +688,7 @@ }, { "cell_type": "markdown", - "id": "73a6e677", + "id": "bb8a9d26", "metadata": { "editable": true }, @@ -700,7 +700,7 @@ }, { "cell_type": "markdown", - "id": "9d0de79c", + "id": "2886e7a9", "metadata": { "editable": true }, @@ -715,7 +715,7 @@ }, { "cell_type": "markdown", - "id": "eab99775", + "id": "11ee22ef", "metadata": { "editable": true }, @@ -725,7 +725,7 @@ }, { "cell_type": "markdown", - "id": "1e1aafa9", + "id": "81d72aa6", "metadata": { "editable": true }, @@ -739,7 +739,7 @@ }, { "cell_type": "markdown", - "id": "6c2e39c7", + "id": "329fbab3", "metadata": { "editable": true }, @@ -751,7 +751,7 @@ }, { "cell_type": "markdown", - "id": "68bb8df2", + "id": "a5b0eee8", "metadata": { "editable": true }, @@ -763,7 +763,7 @@ }, { "cell_type": "markdown", - "id": "5f7933cf", + "id": "8e77dcd3", "metadata": { "editable": true }, @@ -775,7 +775,7 @@ }, { "cell_type": "markdown", - "id": "4c19e09c", + "id": "16eb1305", "metadata": { "editable": true }, @@ -790,7 +790,7 @@ }, { "cell_type": "markdown", - "id": "965526e4", + "id": "6eededfc", "metadata": { "editable": true }, @@ -802,7 +802,7 @@ }, { "cell_type": "markdown", - "id": "748a93f8", + "id": "2b13cd39", "metadata": { "editable": true }, @@ -812,7 +812,7 @@ }, { "cell_type": "markdown", - "id": "44356f9a", + "id": "079510b9", "metadata": { "editable": true }, @@ -824,7 +824,7 @@ }, { "cell_type": "markdown", - "id": "92a7a52c", + "id": "3fb5f232", "metadata": { "editable": true }, @@ -834,7 +834,7 @@ }, { "cell_type": "markdown", - "id": "13b09823", + "id": "f83004d5", "metadata": { "editable": true }, @@ -846,7 +846,7 @@ }, { "cell_type": "markdown", - "id": "e335bef7", + "id": "f301a0b5", "metadata": { "editable": true }, @@ -884,7 +884,7 @@ }, { "cell_type": "markdown", - "id": "66acd295", + "id": "21f8a7ed", "metadata": { "editable": true }, @@ -918,7 +918,7 @@ }, { "cell_type": "markdown", - "id": "42b870b2", + "id": "e48271a8", "metadata": { "editable": true }, @@ -931,7 +931,7 @@ }, { "cell_type": "markdown", - "id": "65ada23a", + "id": "321d6031", "metadata": { "editable": true }, @@ -945,7 +945,7 @@ }, { "cell_type": "markdown", - "id": "2399deff", + "id": "def29dc6", "metadata": { "editable": true }, @@ -957,7 +957,7 @@ }, { "cell_type": "markdown", - "id": "258ef7da", + "id": "40064229", "metadata": { "editable": true }, @@ -970,7 +970,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "500fdf97", + "id": "6c97695a", "metadata": { "collapsed": false, "editable": true @@ -991,7 +991,7 @@ }, { "cell_type": "markdown", - "id": "ff7b9fe9", + "id": "2785547a", "metadata": { "editable": true }, @@ -1001,7 +1001,7 @@ }, { "cell_type": "markdown", - "id": "3ceba7bb", + "id": "498a2380", "metadata": { "editable": true }, @@ -1013,7 +1013,7 @@ }, { "cell_type": "markdown", - "id": "2411f2e0", + "id": "dd44ee8c", "metadata": { "editable": true }, @@ -1025,7 +1025,7 @@ }, { "cell_type": "markdown", - "id": "691468ad", + "id": "1f02d9a1", "metadata": { "editable": true }, @@ -1035,7 +1035,7 @@ }, { "cell_type": "markdown", - "id": "14a61ed3", + "id": "86add3a3", "metadata": { "editable": true }, @@ -1047,7 +1047,7 @@ }, { "cell_type": "markdown", - "id": "ad15d288", + "id": "e83136dc", "metadata": { "editable": true }, @@ -1061,7 +1061,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "e4edf228", + "id": "211651ae", "metadata": { "collapsed": false, "editable": true @@ -1077,7 +1077,7 @@ }, { "cell_type": "markdown", - "id": "0e7ae45e", + "id": "87f4dcc5", "metadata": { "editable": true }, @@ -1096,7 +1096,7 @@ }, { "cell_type": "markdown", - "id": "2bf0fa08", + "id": "89a3192e", "metadata": { "editable": true }, @@ -1108,7 +1108,7 @@ }, { "cell_type": "markdown", - "id": "ee7451fe", + "id": "e7ffd716", "metadata": { "editable": true }, @@ -1120,7 +1120,7 @@ }, { "cell_type": "markdown", - "id": "22d533be", + "id": "665b60d5", "metadata": { "editable": true }, @@ -1132,7 +1132,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "c9be814c", + "id": "472fab3c", "metadata": { "collapsed": false, "editable": true @@ -1145,7 +1145,7 @@ }, { "cell_type": "markdown", - "id": "0562b5d4", + "id": "a15ca582", "metadata": { "editable": true }, @@ -1157,7 +1157,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "16784ad5", + "id": "0a380846", "metadata": { "collapsed": false, "editable": true @@ -1181,7 +1181,7 @@ }, { "cell_type": "markdown", - "id": "4429bcb0", + "id": "33abed26", "metadata": { "editable": true }, @@ -1194,7 +1194,7 @@ }, { "cell_type": "markdown", - "id": "c2748d02", + "id": "e99342eb", "metadata": { "editable": true }, @@ -1218,7 +1218,7 @@ }, { "cell_type": "markdown", - "id": "401b7f03", + "id": "1f713cbc", "metadata": { "editable": true }, @@ -1230,7 +1230,7 @@ }, { "cell_type": "markdown", - "id": "126e2905", + "id": "0835e685", "metadata": { "editable": true }, @@ -1240,7 +1240,7 @@ }, { "cell_type": "markdown", - "id": "f0bb957c", + "id": "d80188dc", "metadata": { "editable": true }, @@ -1258,7 +1258,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "29d6c81f", + "id": "fdfa7196", "metadata": { "collapsed": false, "editable": true @@ -1290,7 +1290,7 @@ }, { "cell_type": "markdown", - "id": "415c3882", + "id": "759948ad", "metadata": { "editable": true }, @@ -1300,7 +1300,7 @@ }, { "cell_type": "markdown", - "id": "c77de1ed", + "id": "d2dd62e2", "metadata": { "editable": true }, @@ -1324,7 +1324,7 @@ }, { "cell_type": "markdown", - "id": "b97757c8", + "id": "f8df57ba", "metadata": { "editable": true }, @@ -1348,7 +1348,7 @@ }, { "cell_type": "markdown", - "id": "b8501d8b", + "id": "5d2e8ad2", "metadata": { "editable": true }, @@ -1360,7 +1360,7 @@ }, { "cell_type": "markdown", - "id": "6824ed28", + "id": "04ddd4a7", "metadata": { "editable": true }, @@ -1370,7 +1370,7 @@ }, { "cell_type": "markdown", - "id": "3a567348", + "id": "302a5a03", "metadata": { "editable": true }, @@ -1382,7 +1382,7 @@ }, { "cell_type": "markdown", - "id": "b6f2aca1", + "id": "4844b665", "metadata": { "editable": true }, @@ -1392,7 +1392,7 @@ }, { "cell_type": "markdown", - "id": "fe1b2523", + "id": "c4aea501", "metadata": { "editable": true }, @@ -1404,7 +1404,7 @@ }, { "cell_type": "markdown", - "id": "cad2ecde", + "id": "120dd213", "metadata": { "editable": true }, @@ -1414,7 +1414,7 @@ }, { "cell_type": "markdown", - "id": "834a2eb8", + "id": "87cc8b29", "metadata": { "editable": true }, @@ -1426,7 +1426,7 @@ }, { "cell_type": "markdown", - "id": "d7aad653", + "id": "127aa4c0", "metadata": { "editable": true }, @@ -1452,7 +1452,7 @@ }, { "cell_type": "markdown", - "id": "f5914fd4", + "id": "f5c67d1b", "metadata": { "editable": true }, @@ -1471,7 +1471,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "761cdb0d", + "id": "0f2885aa", "metadata": { "collapsed": false, "editable": true @@ -1506,7 +1506,7 @@ }, { "cell_type": "markdown", - "id": "48b955c6", + "id": "8a710c59", "metadata": { "editable": true }, @@ -1523,7 +1523,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "3eb6f095", + "id": "9795e85c", "metadata": { "collapsed": false, "editable": true @@ -1536,7 +1536,7 @@ }, { "cell_type": "markdown", - "id": "cc46253b", + "id": "8f2e67d3", "metadata": { "editable": true }, @@ -1551,7 +1551,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "132dc262", + "id": "c7b6979d", "metadata": { "collapsed": false, "editable": true @@ -1567,7 +1567,7 @@ }, { "cell_type": "markdown", - "id": "29f72b5c", + "id": "583397ec", "metadata": { "editable": true }, @@ -1580,7 +1580,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "f8cc8c5b", + "id": "210037e3", "metadata": { "collapsed": false, "editable": true @@ -1592,7 +1592,7 @@ }, { "cell_type": "markdown", - "id": "8da58a02", + "id": "577bb61b", "metadata": { "editable": true }, @@ -1604,7 +1604,7 @@ }, { "cell_type": "markdown", - "id": "b6303d89", + "id": "e88d3db5", "metadata": { "editable": true }, @@ -1617,7 +1617,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "5fa2562b", + "id": "8827956d", "metadata": { "collapsed": false, "editable": true @@ -1656,7 +1656,7 @@ }, { "cell_type": "markdown", - "id": "6318271b", + "id": "0a9a1a5b", "metadata": { "editable": true }, @@ -1674,7 +1674,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "ecf4bd2a", + "id": "caba8d7a", "metadata": { "collapsed": false, "editable": true @@ -1689,7 +1689,7 @@ }, { "cell_type": "markdown", - "id": "a259a05f", + "id": "2227518c", "metadata": { "editable": true }, @@ -1702,7 +1702,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "e26a3409", + "id": "c1e4e8af", "metadata": { "collapsed": false, "editable": true @@ -1715,7 +1715,7 @@ }, { "cell_type": "markdown", - "id": "5f0dfa39", + "id": "36612657", "metadata": { "editable": true }, @@ -1731,7 +1731,7 @@ }, { "cell_type": "markdown", - "id": "bf1c1c7b", + "id": "b4ae2de1", "metadata": { "editable": true }, @@ -1746,7 +1746,7 @@ }, { "cell_type": "markdown", - "id": "acf1a3db", + "id": "2a3ddfdb", "metadata": { "editable": true }, @@ -1767,7 +1767,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "0e3a8505", + "id": "1a0eff2b", "metadata": { "collapsed": false, "editable": true @@ -1781,7 +1781,7 @@ }, { "cell_type": "markdown", - "id": "8a2588ae", + "id": "3ba826a2", "metadata": { "editable": true }, @@ -1802,7 +1802,7 @@ }, { "cell_type": "markdown", - "id": "3426d370", + "id": "e55c1fea", "metadata": { "editable": true }, @@ -1822,7 +1822,7 @@ }, { "cell_type": "markdown", - "id": "141905cb", + "id": "51491a2a", "metadata": { "editable": true }, @@ -1838,7 +1838,7 @@ }, { "cell_type": "markdown", - "id": "92e99605", + "id": "05ddabda", "metadata": { "editable": true }, @@ -1851,7 +1851,7 @@ }, { "cell_type": "markdown", - "id": "8c7b6dfb", + "id": "61d59585", "metadata": { "editable": true }, @@ -1863,7 +1863,7 @@ }, { "cell_type": "markdown", - "id": "a5cb92e5", + "id": "525c822f", "metadata": { "editable": true }, @@ -1885,7 +1885,7 @@ }, { "cell_type": "markdown", - "id": "39ea6562", + "id": "4bcec766", "metadata": { "editable": true }, @@ -1897,7 +1897,7 @@ }, { "cell_type": "markdown", - "id": "737fd7d9", + "id": "e3123956", "metadata": { "editable": true }, @@ -1914,7 +1914,7 @@ }, { "cell_type": "markdown", - "id": "c43753bc", + "id": "cd990c92", "metadata": { "editable": true }, @@ -1925,7 +1925,7 @@ }, { "cell_type": "markdown", - "id": "07644040", + "id": "3cdc5334", "metadata": { "editable": true }, @@ -1943,7 +1943,7 @@ }, { "cell_type": "markdown", - "id": "0cb1d699", + "id": "9fd93eae", "metadata": { "editable": true }, @@ -1957,7 +1957,7 @@ }, { "cell_type": "markdown", - "id": "9e48dcbd", + "id": "10772d66", "metadata": { "editable": true }, @@ -1976,7 +1976,7 @@ }, { "cell_type": "markdown", - "id": "7f052870", + "id": "8b6352eb", "metadata": { "editable": true }, @@ -1993,7 +1993,7 @@ }, { "cell_type": "markdown", - "id": "3d81cbad", + "id": "40b02015", "metadata": { "editable": true }, @@ -2005,7 +2005,7 @@ }, { "cell_type": "markdown", - "id": "7b7e9b32", + "id": "d7e33ce2", "metadata": { "editable": true }, @@ -2026,7 +2026,7 @@ }, { "cell_type": "markdown", - "id": "2a0d3a2d", + "id": "b56cc352", "metadata": { "editable": true }, @@ -2040,7 +2040,7 @@ }, { "cell_type": "markdown", - "id": "e662b6b4", + "id": "f02bc219", "metadata": { "editable": true }, @@ -2051,7 +2051,7 @@ }, { "cell_type": "markdown", - "id": "ddc297d1", + "id": "81800ba9", "metadata": { "editable": true }, @@ -2068,7 +2068,7 @@ }, { "cell_type": "markdown", - "id": "8f53e705", + "id": "91dfc235", "metadata": { "editable": true }, @@ -2078,7 +2078,7 @@ }, { "cell_type": "markdown", - "id": "2ac91036", + "id": "72426487", "metadata": { "editable": true }, @@ -2096,7 +2096,7 @@ }, { "cell_type": "markdown", - "id": "a8db9bf0", + "id": "0d2fa15d", "metadata": { "editable": true }, @@ -2116,7 +2116,7 @@ }, { "cell_type": "markdown", - "id": "8addd79a", + "id": "d9a45ff0", "metadata": { "editable": true }, @@ -2136,7 +2136,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "d186dafa", + "id": "0391ce61", "metadata": { "collapsed": false, "editable": true @@ -2156,7 +2156,7 @@ }, { "cell_type": "markdown", - "id": "8249d4b5", + "id": "8f1f9c5b", "metadata": { "editable": true }, @@ -2168,7 +2168,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "5cc2359e", + "id": "38163479", "metadata": { "collapsed": false, "editable": true @@ -2228,7 +2228,7 @@ }, { "cell_type": "markdown", - "id": "4e2cf816", + "id": "2a397151", "metadata": { "editable": true }, @@ -2242,7 +2242,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "5d3d1b04", + "id": "46e120cb", "metadata": { "collapsed": false, "editable": true @@ -2287,7 +2287,7 @@ }, { "cell_type": "markdown", - "id": "4152d84d", + "id": "70bf2219", "metadata": { "editable": true }, @@ -2298,7 +2298,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "c66fc189", + "id": "230ccf7a", "metadata": { "collapsed": false, "editable": true @@ -2322,7 +2322,7 @@ }, { "cell_type": "markdown", - "id": "c44b8bc8", + "id": "0dc77504", "metadata": { "editable": true }, @@ -2341,7 +2341,7 @@ }, { "cell_type": "markdown", - "id": "876a513d", + "id": "96cb7ce3", "metadata": { "editable": true }, @@ -2352,7 +2352,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "75f9e9bf", + "id": "c0c6583a", "metadata": { "collapsed": false, "editable": true @@ -2408,7 +2408,7 @@ }, { "cell_type": "markdown", - "id": "a9abe41f", + "id": "e0ad94a0", "metadata": { "editable": true }, @@ -2421,7 +2421,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "8c84b26f", + "id": "1f43fb46", "metadata": { "collapsed": false, "editable": true @@ -2446,7 +2446,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "860d7bc3", + "id": "13d966fe", "metadata": { "collapsed": false, "editable": true @@ -2525,7 +2525,7 @@ }, { "cell_type": "markdown", - "id": "89fde7b0", + "id": "69426baf", "metadata": { "editable": true }, @@ -2535,7 +2535,7 @@ }, { "cell_type": "markdown", - "id": "35fc3f33", + "id": "f1d1af84", "metadata": { "editable": true }, @@ -2550,7 +2550,7 @@ }, { "cell_type": "markdown", - "id": "384addcb", + "id": "009ad2bf", "metadata": { "editable": true }, @@ -2566,7 +2566,7 @@ }, { "cell_type": "markdown", - "id": "33f8bc8d", + "id": "e9146fc4", "metadata": { "editable": true }, @@ -2591,7 +2591,7 @@ }, { "cell_type": "markdown", - "id": "41a063eb", + "id": "1f0a4a39", "metadata": { "editable": true }, @@ -2620,7 +2620,7 @@ }, { "cell_type": "markdown", - "id": "ce1ff874", + "id": "947159c1", "metadata": { "editable": true }, @@ -2636,7 +2636,7 @@ }, { "cell_type": "markdown", - "id": "2d3a962f", + "id": "fc11bb61", "metadata": { "editable": true }, @@ -2661,7 +2661,7 @@ }, { "cell_type": "markdown", - "id": "574f94c0", + "id": "1609dbcc", "metadata": { "editable": true }, @@ -2708,7 +2708,7 @@ }, { "cell_type": "markdown", - "id": "324c29e9", + "id": "d723bf9f", "metadata": { "editable": true }, @@ -2744,7 +2744,7 @@ }, { "cell_type": "markdown", - "id": "c5e8a2a0", + "id": "fd34c3e4", "metadata": { "editable": true }, @@ -2767,7 +2767,7 @@ }, { "cell_type": "markdown", - "id": "4fd8dbb5", + "id": "78bb6872", "metadata": { "editable": true }, @@ -2790,7 +2790,7 @@ }, { "cell_type": "markdown", - "id": "5eaa33ad", + "id": "79e69fc7", "metadata": { "editable": true }, @@ -2810,7 +2810,7 @@ }, { "cell_type": "markdown", - "id": "e26859d3", + "id": "3460e395", "metadata": { "editable": true }, @@ -2826,7 +2826,7 @@ }, { "cell_type": "markdown", - "id": "79fadd20", + "id": "9d474778", "metadata": { "editable": true }, @@ -2858,7 +2858,7 @@ }, { "cell_type": "markdown", - "id": "30d3abbe", + "id": "a1212230", "metadata": { "editable": true }, @@ -2880,7 +2880,7 @@ }, { "cell_type": "markdown", - "id": "39f4be29", + "id": "263ca04a", "metadata": { "editable": true }, @@ -2905,7 +2905,7 @@ }, { "cell_type": "markdown", - "id": "cd2a28dc", + "id": "cc713d6f", "metadata": { "editable": true }, @@ -2923,7 +2923,7 @@ }, { "cell_type": "markdown", - "id": "325013ce", + "id": "2a1064c4", "metadata": { "editable": true }, @@ -2951,7 +2951,7 @@ }, { "cell_type": "markdown", - "id": "7cf29475", + "id": "d67ca1f2", "metadata": { "editable": true }, @@ -2965,7 +2965,7 @@ }, { "cell_type": "markdown", - "id": "cdd3cc07", + "id": "078c92cc", "metadata": { "editable": true }, @@ -2991,7 +2991,7 @@ }, { "cell_type": "markdown", - "id": "760a2272", + "id": "0b549993", "metadata": { "editable": true }, @@ -3020,7 +3020,7 @@ }, { "cell_type": "markdown", - "id": "795913ed", + "id": "b0703acd", "metadata": { "editable": true }, @@ -3037,7 +3037,7 @@ }, { "cell_type": "markdown", - "id": "0c0c099a", + "id": "7a5e1f12", "metadata": { "editable": true }, @@ -3059,7 +3059,7 @@ }, { "cell_type": "markdown", - "id": "6bff1a8b", + "id": "ed9ba5d5", "metadata": { "editable": true }, @@ -3077,7 +3077,7 @@ }, { "cell_type": "markdown", - "id": "0b35b643", + "id": "1572964e", "metadata": { "editable": true }, @@ -3100,7 +3100,7 @@ }, { "cell_type": "markdown", - "id": "9ec3b5a1", + "id": "ad39b364", "metadata": { "editable": true }, @@ -3119,7 +3119,7 @@ }, { "cell_type": "markdown", - "id": "59455732", + "id": "78ad73f3", "metadata": { "editable": true }, @@ -3135,7 +3135,7 @@ }, { "cell_type": "markdown", - "id": "071128ef", + "id": "5fbe92ba", "metadata": { "editable": true }, @@ -3150,7 +3150,7 @@ }, { "cell_type": "markdown", - "id": "5f62a980", + "id": "0c61992d", "metadata": { "editable": true }, @@ -3174,7 +3174,7 @@ }, { "cell_type": "markdown", - "id": "2bfc6dbd", + "id": "4c0baf07", "metadata": { "editable": true }, @@ -3186,7 +3186,7 @@ }, { "cell_type": "markdown", - "id": "dd740bcd", + "id": "fe5131be", "metadata": { "editable": true }, @@ -3204,7 +3204,7 @@ }, { "cell_type": "markdown", - "id": "f8160910", + "id": "466c20e2", "metadata": { "editable": true }, @@ -3214,7 +3214,7 @@ }, { "cell_type": "markdown", - "id": "9b994c45", + "id": "8c56a663", "metadata": { "editable": true }, @@ -3232,7 +3232,7 @@ }, { "cell_type": "markdown", - "id": "bb4a4f33", + "id": "9aad45e0", "metadata": { "editable": true }, @@ -3242,7 +3242,7 @@ }, { "cell_type": "markdown", - "id": "3c931345", + "id": "a3e4545f", "metadata": { "editable": true }, @@ -3261,7 +3261,7 @@ }, { "cell_type": "markdown", - "id": "a8d10165", + "id": "c59a927f", "metadata": { "editable": true }, @@ -3273,7 +3273,7 @@ }, { "cell_type": "markdown", - "id": "23868375", + "id": "243fba20", "metadata": { "editable": true }, @@ -3287,7 +3287,7 @@ }, { "cell_type": "markdown", - "id": "38c3adde", + "id": "f47aa4b1", "metadata": { "editable": true }, @@ -3302,7 +3302,7 @@ }, { "cell_type": "markdown", - "id": "0dfa9f9a", + "id": "cb41f814", "metadata": { "editable": true }, @@ -3320,7 +3320,7 @@ }, { "cell_type": "markdown", - "id": "3a1c2b37", + "id": "27f2e905", "metadata": { "editable": true }, @@ -3334,7 +3334,7 @@ }, { "cell_type": "markdown", - "id": "25b19ddc", + "id": "03754b04", "metadata": { "editable": true }, @@ -3352,7 +3352,7 @@ }, { "cell_type": "markdown", - "id": "4007465f", + "id": "c5a5a9d7", "metadata": { "editable": true }, @@ -3376,7 +3376,7 @@ }, { "cell_type": "markdown", - "id": "e22ac249", + "id": "034a17d3", "metadata": { "editable": true }, @@ -3414,7 +3414,7 @@ }, { "cell_type": "markdown", - "id": "baf29697", + "id": "6a974e18", "metadata": { "editable": true }, @@ -3437,7 +3437,7 @@ }, { "cell_type": "markdown", - "id": "e0b7d366", + "id": "e6375edf", "metadata": { "editable": true }, @@ -3473,7 +3473,7 @@ }, { "cell_type": "markdown", - "id": "a083f472", + "id": "466b36c2", "metadata": { "editable": true }, @@ -3494,7 +3494,7 @@ }, { "cell_type": "markdown", - "id": "0cbecc86", + "id": "f54342d9", "metadata": { "editable": true }, @@ -3516,7 +3516,7 @@ }, { "cell_type": "markdown", - "id": "856f5426", + "id": "8360b9e6", "metadata": { "editable": true }, @@ -3536,7 +3536,7 @@ }, { "cell_type": "markdown", - "id": "d105156e", + "id": "dad35e23", "metadata": { "editable": true }, @@ -3551,7 +3551,7 @@ }, { "cell_type": "markdown", - "id": "daf9754c", + "id": "b48da1d7", "metadata": { "editable": true }, @@ -3569,7 +3569,7 @@ }, { "cell_type": "markdown", - "id": "16980e00", + "id": "a34c0717", "metadata": { "editable": true }, @@ -3599,7 +3599,7 @@ }, { "cell_type": "markdown", - "id": "7727ee95", + "id": "4f136fbe", "metadata": { "editable": true }, @@ -3628,7 +3628,7 @@ }, { "cell_type": "markdown", - "id": "09bfa842", + "id": "801ac0b3", "metadata": { "editable": true }, @@ -3659,7 +3659,7 @@ }, { "cell_type": "markdown", - "id": "8bac35e4", + "id": "86184acf", "metadata": { "editable": true }, @@ -3682,7 +3682,7 @@ }, { "cell_type": "markdown", - "id": "9a01b5de", + "id": "a1541609", "metadata": { "editable": true }, @@ -3700,7 +3700,7 @@ }, { "cell_type": "markdown", - "id": "a68a52a3", + "id": "ea83f4f8", "metadata": { "editable": true }, @@ -3723,7 +3723,7 @@ }, { "cell_type": "markdown", - "id": "7bde8a7c", + "id": "92de4ba3", "metadata": { "editable": true }, @@ -3744,7 +3744,7 @@ }, { "cell_type": "markdown", - "id": "f97be6d8", + "id": "72764dfe", "metadata": { "editable": true }, @@ -3760,7 +3760,7 @@ }, { "cell_type": "markdown", - "id": "95921a32", + "id": "c065f1a5", "metadata": { "editable": true }, diff --git a/doc/src/week47/week47.do.txt b/doc/src/week47/week47.do.txt index f3fa16e6b..a26df5f91 100644 --- a/doc/src/week47/week47.do.txt +++ b/doc/src/week47/week47.do.txt @@ -8,15 +8,16 @@ DATE: today * _Thursday_: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering * _Friday_: PCA and clustering and Summary of Course -_Excellent video_: +!bblock o We recommend highly the video on PCA by "Brunton and Kutz":"http://www.databookuw.com/page-2/page-4/", see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background. o "And another good video on PCA":"https://www.youtube.com/watch?v=FgakZw6K1QQ" o "k-means clustering video":"https://www.youtube.com/watch?v=4b5d3muPQmA" +!eblock -_Reading recommendations: +!bblock Reading recommendations: o Geron's chapter 9 on PCA o Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones) - +!eblock !split