From 5973d2b30f300de5cc30fd050e51209cabb4e42b Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 21 Nov 2022 12:34:30 +0100 Subject: [PATCH] update week 47 --- doc/Textbooks/elementsstat.pdf | 8949 ++++++++++++++++++ doc/pub/week47/html/._week47-bs000.html | 2 +- doc/pub/week47/html/._week47-bs001.html | 15 +- doc/pub/week47/html/week47-bs.html | 2 +- doc/pub/week47/html/week47-reveal.html | 18 +- doc/pub/week47/html/week47-solarized.html | 17 +- doc/pub/week47/html/week47.html | 17 +- doc/pub/week47/ipynb/ipynb-week47-src.tar.gz | Bin 823750 -> 823750 bytes doc/pub/week47/ipynb/week47.ipynb | 1769 ++-- doc/src/week47/week47.do.txt | 13 +- 10 files changed, 9904 insertions(+), 898 deletions(-) diff --git a/doc/Textbooks/elementsstat.pdf b/doc/Textbooks/elementsstat.pdf index 7540036cd..383e927a7 100644 --- a/doc/Textbooks/elementsstat.pdf +++ b/doc/Textbooks/elementsstat.pdf @@ -68285,3 +68285,8952 @@ n 0016510796 00000 n 0016510844 00000 n trailer << /ID [ 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>> +startxref +17080813 +%%EOF diff --git a/doc/pub/week47/html/._week47-bs000.html b/doc/pub/week47/html/._week47-bs000.html index a81d792f6..6f7ca91e4 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 20, 2022

+

Nov 21, 2022


diff --git a/doc/pub/week47/html/._week47-bs001.html b/doc/pub/week47/html/._week47-bs001.html index d8cc04f74..c94756c27 100644 --- a/doc/pub/week47/html/._week47-bs001.html +++ b/doc/pub/week47/html/._week47-bs001.html @@ -414,14 +414,19 @@ MathJax.Hub.Config({

Overview of week 47

+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. +
  2. And another good video on PCA
    3. +
  3. k-means clustering video
    4. +

_Reading recommendations:

    -
  1. Geron's chapter 5.
    2. -
  2. Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)
    3. -
  3. Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones
    4. +
  4. Geron's chapter 9 on PCA
    5. +
  5. Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)

diff --git a/doc/pub/week47/html/week47-bs.html b/doc/pub/week47/html/week47-bs.html index a81d792f6..6f7ca91e4 100644 --- a/doc/pub/week47/html/week47-bs.html +++ b/doc/pub/week47/html/week47-bs.html @@ -429,7 +429,7 @@ MathJax.Hub.Config({

-

Nov 20, 2022

+

Nov 21, 2022


diff --git a/doc/pub/week47/html/week47-reveal.html b/doc/pub/week47/html/week47-reveal.html index 1a10e8b4a..70eaef1ff 100644 --- a/doc/pub/week47/html/week47-reveal.html +++ b/doc/pub/week47/html/week47-reveal.html @@ -184,7 +184,7 @@ MathJax.Hub.Config({
-

Nov 20, 2022

+

Nov 21, 2022


@@ -198,15 +198,21 @@ MathJax.Hub.Config({

Overview of week 47

+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. +

  2. And another good video on PCA
    3. +

  3. k-means clustering video
    4. +
+

_Reading recommendations:

    -

  1. Geron's chapter 5.
    2. -

  2. Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)
    3. -

  3. Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones
    4. +

  4. Geron's chapter 9 on PCA
    5. +

  5. 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 6d7b40774..3454d0ae7 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 20, 2022

+

Nov 21, 2022


@@ -341,14 +341,19 @@ MathJax.Hub.Config({

Overview of week 47

+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. +
  2. And another good video on PCA
    3. +
  3. k-means clustering video
    4. +

_Reading recommendations:

    -
  1. Geron's chapter 5.
    2. -
  2. Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)
    3. -
  3. Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones
    4. +
  4. Geron's chapter 9 on PCA
    5. +
  5. 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 6b91bfb62..33f029243 100644 --- a/doc/pub/week47/html/week47.html +++ b/doc/pub/week47/html/week47.html @@ -410,7 +410,7 @@ MathJax.Hub.Config({
-

Nov 20, 2022

+

Nov 21, 2022


@@ -418,14 +418,19 @@ MathJax.Hub.Config({

Overview of week 47

+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. +
  2. And another good video on PCA
    3. +
  3. k-means clustering video
    4. +

_Reading recommendations:

    -
  1. Geron's chapter 5.
    2. -
  2. Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)
    3. -
  3. Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones
    4. +
  4. Geron's chapter 9 on PCA
    5. +
  5. 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 24a4d6f58ff6e5789027f6b127d2021e83a430bd..4a8dbaa10d914ce3dd1a38b79324b8cccf40a3a7 100644 GIT binary patch delta 54 zcmX@M*yz||BX;?24hGAl>PGffcE(nArdD?5R(6(FcGgyQwpMnaAV(`ZXDd5bD?9gA IcAotc0iMSV>;M1& delta 54 zcmX@M*yz||BX;?24hG8~m5uDJ?2N7KOs(w9t?VqV?5wTqY_04-L5@~-&Q^A=R(9^K J>^%D?0syxW4uAjv diff --git a/doc/pub/week47/ipynb/week47.ipynb b/doc/pub/week47/ipynb/week47.ipynb index c502359a2..ba9da3122 100644 --- a/doc/pub/week47/ipynb/week47.ipynb +++ b/doc/pub/week47/ipynb/week47.ipynb @@ -2,8 +2,10 @@ "cells": [ { "cell_type": "markdown", - "id": "3d377953", - "metadata": {}, + "id": "290f096b", + "metadata": { + "editable": true + }, "source": [ "\n", @@ -12,40 +14,51 @@ }, { "cell_type": "markdown", - "id": "92067950", - "metadata": {}, + "id": "3d25dd59", + "metadata": { + "editable": true + }, "source": [ "# 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 20, 2022**\n", + "Date: **Nov 21, 2022**\n", "\n", "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license" ] }, { "cell_type": "markdown", - "id": "22df11c0", - "metadata": {}, + "id": "98378265", + "metadata": { + "editable": true + }, "source": [ "## Overview of week 47\n", "\n", - "* **Thursday**: Support Vector Machines, classification and regression.\n", + "* **Thursday**: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering\n", "\n", - "* **Friday**: Support Vector Machines and Summary of Course\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", - "1. Geron's chapter 5.\n", + "1. Geron's chapter 9 on PCA\n", "\n", - "2. Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)\n", - "\n", - "3. Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones" + "2. Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)" ] }, { "cell_type": "markdown", - "id": "a093dc99", - "metadata": {}, + "id": "5b1d0ff5", + "metadata": { + "editable": true + }, "source": [ "## Basic ideas of the Principal Component Analysis (PCA)\n", "\n", @@ -69,8 +82,10 @@ }, { "cell_type": "markdown", - "id": "5009257f", - "metadata": {}, + "id": "fc0d21a2", + "metadata": { + "editable": true + }, "source": [ "## Introducing the Covariance and Correlation functions\n", "\n", @@ -83,8 +98,10 @@ }, { "cell_type": "markdown", - "id": "06de7fd0", - "metadata": {}, + "id": "67b614ce", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{C}[\\boldsymbol{x},\\boldsymbol{y}] = \\begin{bmatrix} \\mathrm{cov}[\\boldsymbol{x},\\boldsymbol{x}] & \\mathrm{cov}[\\boldsymbol{x},\\boldsymbol{y}] \\\\\n", @@ -95,16 +112,20 @@ }, { "cell_type": "markdown", - "id": "d6efa5f6", - "metadata": {}, + "id": "8ed2fda8", + "metadata": { + "editable": true + }, "source": [ "where for example" ] }, { "cell_type": "markdown", - "id": "58b2da64", - "metadata": {}, + "id": "e861da00", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\mathrm{cov}[\\boldsymbol{x},\\boldsymbol{y}] =\\frac{1}{n} \\sum_{i=0}^{n-1}(x_i- \\overline{x})(y_i- \\overline{y}).\n", @@ -113,16 +134,20 @@ }, { "cell_type": "markdown", - "id": "108e911e", - "metadata": {}, + "id": "cdb5bf40", + "metadata": { + "editable": true + }, "source": [ "With this definition and recalling that the variance is defined as" ] }, { "cell_type": "markdown", - "id": "ae6e6cd5", - "metadata": {}, + "id": "b7203b0d", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\mathrm{var}[\\boldsymbol{x}]=\\frac{1}{n} \\sum_{i=0}^{n-1}(x_i- \\overline{x})^2,\n", @@ -131,16 +156,20 @@ }, { "cell_type": "markdown", - "id": "a08138dc", - "metadata": {}, + "id": "431910d2", + "metadata": { + "editable": true + }, "source": [ "we can rewrite the covariance matrix as" ] }, { "cell_type": "markdown", - "id": "83b90c4e", - "metadata": {}, + "id": "96bd1a07", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{C}[\\boldsymbol{x},\\boldsymbol{y}] = \\begin{bmatrix} \\mathrm{var}[\\boldsymbol{x}] & \\mathrm{cov}[\\boldsymbol{x},\\boldsymbol{y}] \\\\\n", @@ -151,8 +180,10 @@ }, { "cell_type": "markdown", - "id": "072bcccb", - "metadata": {}, + "id": "4de56233", + "metadata": { + "editable": true + }, "source": [ "## More on the covariance\n", "The covariance takes values between zero and infinity and may thus\n", @@ -164,8 +195,10 @@ }, { "cell_type": "markdown", - "id": "55d01178", - "metadata": {}, + "id": "d983a9d4", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\mathrm{corr}[\\boldsymbol{x},\\boldsymbol{y}]=\\frac{\\mathrm{cov}[\\boldsymbol{x},\\boldsymbol{y}]}{\\sqrt{\\mathrm{var}[\\boldsymbol{x}] \\mathrm{var}[\\boldsymbol{y}]}}.\n", @@ -174,8 +207,10 @@ }, { "cell_type": "markdown", - "id": "4db24a0f", - "metadata": {}, + "id": "9913f796", + "metadata": { + "editable": true + }, "source": [ "The correlation function is then given by values $\\mathrm{corr}[\\boldsymbol{x},\\boldsymbol{y}]\n", "\\in [-1,1]$. This avoids eventual problems with too large values. We\n", @@ -185,8 +220,10 @@ }, { "cell_type": "markdown", - "id": "096f8e74", - "metadata": {}, + "id": "b94eaabf", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{K}[\\boldsymbol{x},\\boldsymbol{y}] = \\begin{bmatrix} 1 & \\mathrm{corr}[\\boldsymbol{x},\\boldsymbol{y}] \\\\\n", @@ -197,16 +234,20 @@ }, { "cell_type": "markdown", - "id": "c71f20d1", - "metadata": {}, + "id": "1c568f22", + "metadata": { + "editable": true + }, "source": [ "In the above example this is the function we constructed using **pandas**." ] }, { "cell_type": "markdown", - "id": "ece48c45", - "metadata": {}, + "id": "85c0a8cc", + "metadata": { + "editable": true + }, "source": [ "## Reminding ourselves about Linear Regression\n", "In our derivation of the various regression algorithms like **Ordinary Least Squares** or **Ridge regression**\n", @@ -215,8 +256,10 @@ }, { "cell_type": "markdown", - "id": "f4f62686", - "metadata": {}, + "id": "b1b72398", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{X}=\\begin{bmatrix}\n", @@ -232,8 +275,10 @@ }, { "cell_type": "markdown", - "id": "ecc0e5da", - "metadata": {}, + "id": "496fd6d5", + "metadata": { + "editable": true + }, "source": [ "with $\\boldsymbol{X}\\in {\\mathbb{R}}^{n\\times p}$, with the predictors/features $p$ refering to the column numbers and the\n", "entries $n$ being the row elements.\n", @@ -242,8 +287,10 @@ }, { "cell_type": "markdown", - "id": "6a23aad9", - "metadata": {}, + "id": "f3f4d024", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{X}=\\begin{bmatrix} \\boldsymbol{x}_0 & \\boldsymbol{x}_1 & \\boldsymbol{x}_2 & \\dots & \\dots & \\boldsymbol{x}_{p-1}\\end{bmatrix},\n", @@ -252,16 +299,20 @@ }, { "cell_type": "markdown", - "id": "3e8be2db", - "metadata": {}, + "id": "6baed444", + "metadata": { + "editable": true + }, "source": [ "with a given vector" ] }, { "cell_type": "markdown", - "id": "bc57caf2", - "metadata": {}, + "id": "fb97c1f7", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{x}_i^T = \\begin{bmatrix}x_{0,i} & x_{1,i} & x_{2,i}& \\dots & \\dots x_{n-1,i}\\end{bmatrix}.\n", @@ -270,8 +321,10 @@ }, { "cell_type": "markdown", - "id": "085030fc", - "metadata": {}, + "id": "fb55544c", + "metadata": { + "editable": true + }, "source": [ "## Simple Example\n", "With these definitions, we can now rewrite our $2\\times 2$\n", @@ -282,8 +335,10 @@ }, { "cell_type": "markdown", - "id": "a1bad57c", - "metadata": {}, + "id": "9beb5c03", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{C}[\\boldsymbol{x}] = \\begin{bmatrix}\n", @@ -299,8 +354,10 @@ }, { "cell_type": "markdown", - "id": "446135bd", - "metadata": {}, + "id": "265f3a18", + "metadata": { + "editable": true + }, "source": [ "## The Correlation Matrix\n", "\n", @@ -309,8 +366,10 @@ }, { "cell_type": "markdown", - "id": "e56a079c", - "metadata": {}, + "id": "90aecc67", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{K}[\\boldsymbol{x}] = \\begin{bmatrix}\n", @@ -326,8 +385,10 @@ }, { "cell_type": "markdown", - "id": "83a1e333", - "metadata": {}, + "id": "3692c372", + "metadata": { + "editable": true + }, "source": [ "## Numpy Functionality\n", "\n", @@ -340,8 +401,10 @@ }, { "cell_type": "markdown", - "id": "6b0bd908", - "metadata": {}, + "id": "f084b05e", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{W}^T = \\begin{bmatrix} x_0 & y_0 \\\\\n", @@ -356,8 +419,10 @@ }, { "cell_type": "markdown", - "id": "4e166e0b", - "metadata": {}, + "id": "a0156330", + "metadata": { + "editable": true + }, "source": [ "which in turn is converted into into the $2\\times 2$ covariance matrix\n", "$\\boldsymbol{C}$ via the Numpy function **np.cov()**. We note that we can also calculate\n", @@ -369,20 +434,12 @@ { "cell_type": "code", "execution_count": 1, - "id": "f8b0bfa2", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.004633935262313872\n", - "3.9257292896258202\n", - "[[ 1.07102237 3.20962437]\n", - " [ 3.20962437 10.64191855]]\n" - ] - } - ], + "id": "b5934972", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "# Importing various packages\n", "import numpy as np\n", @@ -398,8 +455,10 @@ }, { "cell_type": "markdown", - "id": "8c532031", - "metadata": {}, + "id": "44fc04e2", + "metadata": { + "editable": true + }, "source": [ "## Correlation Matrix again\n", "\n", @@ -413,20 +472,12 @@ { "cell_type": "code", "execution_count": 2, - "id": "a4d53a7f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.08616905930496496\n", - "1.8560217744712313\n", - "[[1. 0.64848512]\n", - " [0.64848512 1. ]]\n" - ] - } - ], + "id": "0cfa3248", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "import numpy as np\n", "n = 100\n", @@ -453,8 +504,10 @@ }, { "cell_type": "markdown", - "id": "75102dda", - "metadata": {}, + "id": "f17ffdca", + "metadata": { + "editable": true + }, "source": [ "We see that the matrix elements along the diagonal are one as they\n", "should be and that the matrix is symmetric. Furthermore, diagonalizing\n", @@ -465,8 +518,10 @@ }, { "cell_type": "markdown", - "id": "a00e6dcd", - "metadata": {}, + "id": "9008fcdd", + "metadata": { + "editable": true + }, "source": [ "## Using Pandas\n", "\n", @@ -476,40 +531,12 @@ { "cell_type": "code", "execution_count": 3, - "id": "da401314", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0.07236401 0.0326235 ]\n", - " [ 0.52226065 1.02368146]\n", - " [ 0.60274848 0.58409817]\n", - " [ 0.04364597 0.0829859 ]\n", - " [ 0.03236691 -0.14361708]\n", - " [ 0.51279455 1.9242601 ]\n", - " [-0.35475296 -1.31414998]\n", - " [-0.49749021 -0.88658922]\n", - " [-0.43834516 0.02832708]\n", - " [-0.49559224 -1.33161994]]\n", - " 0 1\n", - "0 0.072364 0.032624\n", - "1 0.522261 1.023681\n", - "2 0.602748 0.584098\n", - "3 0.043646 0.082986\n", - "4 0.032367 -0.143617\n", - "5 0.512795 1.924260\n", - "6 -0.354753 -1.314150\n", - "7 -0.497490 -0.886589\n", - "8 -0.438345 0.028327\n", - "9 -0.495592 -1.331620\n", - " 0 1\n", - "0 1.000000 0.853005\n", - "1 0.853005 1.000000\n" - ] - } - ], + "id": "3bf6edf5", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -528,8 +555,10 @@ }, { "cell_type": "markdown", - "id": "ffd84ce0", - "metadata": {}, + "id": "64c74fdd", + "metadata": { + "editable": true + }, "source": [ "## And then the Franke Function\n", "\n", @@ -539,49 +568,12 @@ { "cell_type": "code", "execution_count": 4, - "id": "86d77a49", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 0 1 2 3 4 5 6 7 \\\n", - "0 0.0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "1 0.0 0.081756 0.078336 0.084406 0.080902 0.077910 0.077202 0.074264 \n", - "2 0.0 0.078336 0.077142 0.083242 0.081244 0.079551 0.077920 0.076050 \n", - "3 0.0 0.084406 0.083242 0.092366 0.090033 0.088036 0.087544 0.085231 \n", - "4 0.0 0.080902 0.081244 0.090033 0.088843 0.087845 0.086505 0.085062 \n", - "5 0.0 0.077910 0.079551 0.088036 0.087845 0.087726 0.085617 0.084944 \n", - "6 0.0 0.077202 0.077920 0.087544 0.086505 0.085617 0.084949 0.083527 \n", - "7 0.0 0.074264 0.076050 0.085231 0.085062 0.084944 0.083527 0.082801 \n", - "8 0.0 0.071783 0.074503 0.083288 0.083888 0.084452 0.082353 0.082246 \n", - "9 0.0 0.069707 0.073250 0.081683 0.082966 0.084141 0.081414 0.081861 \n", - "10 0.0 0.069155 0.071095 0.080283 0.080221 0.080177 0.079205 0.078526 \n", - "11 0.0 0.066819 0.069547 0.078293 0.078905 0.079463 0.077844 0.077723 \n", - "12 0.0 0.064860 0.068286 0.076642 0.077855 0.078953 0.076740 0.077119 \n", - "13 0.0 0.063235 0.067285 0.075297 0.077050 0.078637 0.075873 0.076704 \n", - "14 0.0 0.061909 0.066523 0.074230 0.076473 0.078504 0.075226 0.076469 \n", - "\n", - " 8 9 10 11 12 13 14 \n", - "0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "1 0.071783 0.069707 0.069155 0.066819 0.064860 0.063235 0.061909 \n", - "2 0.074503 0.073250 0.071095 0.069547 0.068286 0.067285 0.066523 \n", - "3 0.083288 0.081683 0.080283 0.078293 0.076642 0.075297 0.074230 \n", - "4 0.083888 0.082966 0.080221 0.078905 0.077855 0.077050 0.076473 \n", - "5 0.084452 0.084141 0.080177 0.079463 0.078953 0.078637 0.078504 \n", - "6 0.082353 0.081414 0.079205 0.077844 0.076740 0.075873 0.075226 \n", - "7 0.082246 0.081861 0.078526 0.077723 0.077119 0.076704 0.076469 \n", - "8 0.082245 0.082359 0.077996 0.077693 0.077540 0.077535 0.077675 \n", - "9 0.082359 0.082927 0.077614 0.077763 0.078020 0.078390 0.078875 \n", - "10 0.077996 0.077614 0.074764 0.073967 0.073352 0.072911 0.072637 \n", - "11 0.077693 0.077763 0.073967 0.073628 0.073427 0.073363 0.073433 \n", - "12 0.077540 0.078020 0.073352 0.073427 0.073602 0.073881 0.074268 \n", - "13 0.077535 0.078390 0.072911 0.073363 0.073881 0.074476 0.075155 \n", - "14 0.077675 0.078875 0.072637 0.073433 0.074268 0.075155 0.076106 \n" - ] - } - ], + "id": "9fdd6626", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "# Common imports\n", "import numpy as np\n", @@ -630,8 +622,10 @@ }, { "cell_type": "markdown", - "id": "83ba9abf", - "metadata": {}, + "id": "8bd3cf29", + "metadata": { + "editable": true + }, "source": [ "We note here that the covariance is zero for the first rows and\n", "columns since all matrix elements in the design matrix were set to one\n", @@ -643,8 +637,10 @@ }, { "cell_type": "markdown", - "id": "8454c443", - "metadata": {}, + "id": "5fe646e7", + "metadata": { + "editable": true + }, "source": [ "## Links with the Design Matrix\n", "\n", @@ -653,8 +649,10 @@ }, { "cell_type": "markdown", - "id": "41324ab0", - "metadata": {}, + "id": "dab20c0b", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{C}[\\boldsymbol{x}] = \\frac{1}{n}\\boldsymbol{X}^T\\boldsymbol{X}= \\mathbb{E}[\\boldsymbol{X}^T\\boldsymbol{X}].\n", @@ -663,16 +661,20 @@ }, { "cell_type": "markdown", - "id": "f8f16e77", - "metadata": {}, + "id": "8e4a56b7", + "metadata": { + "editable": true + }, "source": [ "To see this let us simply look at a design matrix $\\boldsymbol{X}\\in {\\mathbb{R}}^{2\\times 2}$" ] }, { "cell_type": "markdown", - "id": "799bacd1", - "metadata": {}, + "id": "14454a0e", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{X}=\\begin{bmatrix}\n", @@ -686,8 +688,10 @@ }, { "cell_type": "markdown", - "id": "0726e920", - "metadata": {}, + "id": "73a6e677", + "metadata": { + "editable": true + }, "source": [ "## Computing the Expectation Values\n", "\n", @@ -696,8 +700,10 @@ }, { "cell_type": "markdown", - "id": "549cded1", - "metadata": {}, + "id": "9d0de79c", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\mathbb{E}[\\boldsymbol{X}^T\\boldsymbol{X}] = \\frac{1}{n}\\boldsymbol{X}^T\\boldsymbol{X}=\\begin{bmatrix}\n", @@ -709,16 +715,20 @@ }, { "cell_type": "markdown", - "id": "1d05b151", - "metadata": {}, + "id": "eab99775", + "metadata": { + "editable": true + }, "source": [ "which is just" ] }, { "cell_type": "markdown", - "id": "ed1b2fa6", - "metadata": {}, + "id": "1e1aafa9", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{C}[\\boldsymbol{x}_0,\\boldsymbol{x}_1] = \\boldsymbol{C}[\\boldsymbol{x}]=\\begin{bmatrix} \\mathrm{var}[\\boldsymbol{x}_0] & \\mathrm{cov}[\\boldsymbol{x}_0,\\boldsymbol{x}_1] \\\\\n", @@ -729,8 +739,10 @@ }, { "cell_type": "markdown", - "id": "625c2adc", - "metadata": {}, + "id": "6c2e39c7", + "metadata": { + "editable": true + }, "source": [ "where we wrote $$\\boldsymbol{C}[\\boldsymbol{x}_0,\\boldsymbol{x}_1] = \\boldsymbol{C}[\\boldsymbol{x}]$$ to indicate that this the covariance of the vectors $\\boldsymbol{x}$ of the design/feature matrix $\\boldsymbol{X}$.\n", "\n", @@ -739,8 +751,10 @@ }, { "cell_type": "markdown", - "id": "7ee87ab7", - "metadata": {}, + "id": "68bb8df2", + "metadata": { + "editable": true + }, "source": [ "## Towards the PCA theorem\n", "\n", @@ -749,8 +763,10 @@ }, { "cell_type": "markdown", - "id": "0ba9f8af", - "metadata": {}, + "id": "5f7933cf", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{C}[\\boldsymbol{x}] = \\frac{1}{n}\\boldsymbol{X}^T\\boldsymbol{X}= \\mathbb{E}[\\boldsymbol{X}^T\\boldsymbol{X}].\n", @@ -759,8 +775,10 @@ }, { "cell_type": "markdown", - "id": "76848502", - "metadata": {}, + "id": "4c19e09c", + "metadata": { + "editable": true + }, "source": [ "Let us now assume that we can perform a series of orthogonal transformations where we employ some orthogonal matrices $\\boldsymbol{S}$.\n", "These matrices are defined as $\\boldsymbol{S}\\in {\\mathbb{R}}^{p\\times p}$ and obey the orthogonality requirements $\\boldsymbol{S}\\boldsymbol{S}^T=\\boldsymbol{S}^T\\boldsymbol{S}=\\boldsymbol{I}$. The matrix can be written out in terms of the column vectors $\\boldsymbol{s}_i$ as $\\boldsymbol{S}=[\\boldsymbol{s}_0,\\boldsymbol{s}_1,\\dots,\\boldsymbol{s}_{p-1}]$ and $\\boldsymbol{s}_i \\in {\\mathbb{R}}^{p}$.\n", @@ -772,8 +790,10 @@ }, { "cell_type": "markdown", - "id": "8a96508c", - "metadata": {}, + "id": "965526e4", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{C}[\\boldsymbol{y}] = \\mathbb{E}[\\boldsymbol{S}^T\\boldsymbol{X}^T\\boldsymbol{X}T\\boldsymbol{S}]=\\boldsymbol{S}^T\\boldsymbol{C}[\\boldsymbol{x}]\\boldsymbol{S},\n", @@ -782,16 +802,20 @@ }, { "cell_type": "markdown", - "id": "b405ffda", - "metadata": {}, + "id": "748a93f8", + "metadata": { + "editable": true + }, "source": [ "since the matrix $\\boldsymbol{S}$ is not a data dependent matrix. Multiplying with $\\boldsymbol{S}$ from the left we have" ] }, { "cell_type": "markdown", - "id": "5b7359ea", - "metadata": {}, + "id": "44356f9a", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{S}\\boldsymbol{C}[\\boldsymbol{y}] = \\boldsymbol{C}[\\boldsymbol{x}]\\boldsymbol{S},\n", @@ -800,16 +824,20 @@ }, { "cell_type": "markdown", - "id": "7543d9ae", - "metadata": {}, + "id": "92a7a52c", + "metadata": { + "editable": true + }, "source": [ "and since $\\boldsymbol{C}[\\boldsymbol{y}]$ is diagonal we have for a given eigenvalue $i$ of the covariance matrix that" ] }, { "cell_type": "markdown", - "id": "7b774ec9", - "metadata": {}, + "id": "13b09823", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{S}_i\\lambda_i = \\boldsymbol{C}[\\boldsymbol{x}]\\boldsymbol{S}_i.\n", @@ -818,8 +846,10 @@ }, { "cell_type": "markdown", - "id": "9df28903", - "metadata": {}, + "id": "e335bef7", + "metadata": { + "editable": true + }, "source": [ "## More on the PCA Theorem\n", "\n", @@ -854,8 +884,10 @@ }, { "cell_type": "markdown", - "id": "c508fa64", - "metadata": {}, + "id": "66acd295", + "metadata": { + "editable": true + }, "source": [ "## A kind of Bird's view on PCA\n", "\n", @@ -886,8 +918,10 @@ }, { "cell_type": "markdown", - "id": "339f520b", - "metadata": {}, + "id": "42b870b2", + "metadata": { + "editable": true + }, "source": [ "## Writing our own PCA code\n", "\n", @@ -897,8 +931,10 @@ }, { "cell_type": "markdown", - "id": "4a90adec", - "metadata": {}, + "id": "65ada23a", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\mu = (-1,2) \\qquad \\Sigma = \\begin{bmatrix} 4 & 2 \\\\\n", @@ -909,8 +945,10 @@ }, { "cell_type": "markdown", - "id": "5b5b49be", - "metadata": {}, + "id": "2399deff", + "metadata": { + "editable": true + }, "source": [ "Note that the mean refers to each column of data. \n", "We will generate $n = 10000$ points $X = \\{ x_1, \\ldots, x_N \\}$ from\n", @@ -919,8 +957,10 @@ }, { "cell_type": "markdown", - "id": "fbb7c708", - "metadata": {}, + "id": "258ef7da", + "metadata": { + "editable": true + }, "source": [ "## Implementing it\n", "The following Python code aids in setting up the data and writing out the design matrix.\n", @@ -929,9 +969,12 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "05945955", - "metadata": {}, + "execution_count": 5, + "id": "500fdf97", + "metadata": { + "collapsed": false, + "editable": true + }, "outputs": [], "source": [ "%matplotlib inline\n", @@ -942,22 +985,26 @@ "from IPython.display import display\n", "n = 10000\n", "mean = (-1, 2)\n", - "cov = [[20, 2], [2, 2]]\n", + "cov = [[4, 2], [2, 2]]\n", "X = np.random.multivariate_normal(mean, cov, n)" ] }, { "cell_type": "markdown", - "id": "b924ff44", - "metadata": {}, + "id": "ff7b9fe9", + "metadata": { + "editable": true + }, "source": [ "Now we are going to implement the PCA algorithm. We will break it down into various substeps." ] }, { "cell_type": "markdown", - "id": "d1ae4af5", - "metadata": {}, + "id": "3ceba7bb", + "metadata": { + "editable": true + }, "source": [ "## First Step\n", "\n", @@ -966,8 +1013,10 @@ }, { "cell_type": "markdown", - "id": "300e62dc", - "metadata": {}, + "id": "2411f2e0", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\mu_n = \\frac{1}{n} \\sum_{i=1}^n x_i\n", @@ -976,16 +1025,20 @@ }, { "cell_type": "markdown", - "id": "e4ccb3b4", - "metadata": {}, + "id": "691468ad", + "metadata": { + "editable": true + }, "source": [ "and the mean-centered data $\\bar{X} = \\{ \\bar{x}_1, \\ldots, \\bar{x}_n \\}$ takes the form" ] }, { "cell_type": "markdown", - "id": "4a9bad33", - "metadata": {}, + "id": "14a61ed3", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\bar{x}_i = x_i - \\mu_n.\n", @@ -994,8 +1047,10 @@ }, { "cell_type": "markdown", - "id": "0d82a79d", - "metadata": {}, + "id": "ad15d288", + "metadata": { + "editable": true + }, "source": [ "When you are done with these steps, print out $\\mu_n$ to verify it is\n", "close to $\\mu$ and plot your mean centered data to verify it is\n", @@ -1005,9 +1060,12 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "2540a809", - "metadata": {}, + "execution_count": 6, + "id": "e4edf228", + "metadata": { + "collapsed": false, + "editable": true + }, "outputs": [], "source": [ "df = pd.DataFrame(X)\n", @@ -1019,8 +1077,10 @@ }, { "cell_type": "markdown", - "id": "eaaa2d0a", - "metadata": {}, + "id": "0e7ae45e", + "metadata": { + "editable": true + }, "source": [ "## Scaling\n", "Alternatively, we could use the functions we discussed\n", @@ -1036,8 +1096,10 @@ }, { "cell_type": "markdown", - "id": "c897d02d", - "metadata": {}, + "id": "2bf0fa08", + "metadata": { + "editable": true + }, "source": [ "## Centered Data\n", "\n", @@ -1046,8 +1108,10 @@ }, { "cell_type": "markdown", - "id": "d432614e", - "metadata": {}, + "id": "ee7451fe", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\Sigma_n = \\frac{1}{n-1} \\sum_{i=1}^n \\bar{x}_i^T \\bar{x}_i = \\frac{1}{n-1} \\sum_{i=1}^n (x_i - \\mu_n)^T (x_i - \\mu_n)\n", @@ -1056,8 +1120,10 @@ }, { "cell_type": "markdown", - "id": "6a1f5c91", - "metadata": {}, + "id": "22d533be", + "metadata": { + "editable": true + }, "source": [ "where the data points $x_i \\in \\mathbb{R}^p$ (here in this example $p = 2$) are column vectors and $x^T$ is the transpose of $x$.\n", "We can write our own code or simply use either the functionaly of **numpy** or that of **pandas**, as follows" @@ -1065,22 +1131,13 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "39ca7037", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 0 1\n", - "0 20.029785 2.026380\n", - "1 2.026380 2.040446\n", - "[[20.0297852 2.02637967]\n", - " [ 2.02637967 2.04044644]]\n" - ] - } - ], + "execution_count": 7, + "id": "c9be814c", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "print(df.cov())\n", "print(np.cov(X_centered.T))" @@ -1088,8 +1145,10 @@ }, { "cell_type": "markdown", - "id": "22342da0", - "metadata": {}, + "id": "0562b5d4", + "metadata": { + "editable": true + }, "source": [ "Note that the way we define the covariance matrix here has a factor $n-1$ instead of $n$. This is included in the **cov()** function by **numpy** and **pandas**. \n", "Our own code here is not very elegant and asks for obvious improvements. It is tailored to this specific $2\\times 2$ covariance matrix." @@ -1097,30 +1156,13 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "b26cb585", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Centered covariance using own code\n", - "[[20.0297852 2.02637967]\n", - " [ 2.02637967 2.04044644]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": 8, + "id": "16784ad5", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "# extract the relevant columns from the centered design matrix of dim n x 2\n", "x = X_centered[:,0]\n", @@ -1139,8 +1181,10 @@ }, { "cell_type": "markdown", - "id": "771f81ee", - "metadata": {}, + "id": "4429bcb0", + "metadata": { + "editable": true + }, "source": [ "## Exploring\n", "\n", @@ -1150,8 +1194,10 @@ }, { "cell_type": "markdown", - "id": "203985b6", - "metadata": {}, + "id": "c2748d02", + "metadata": { + "editable": true + }, "source": [ "## Diagonalize the sample covariance matrix to obtain the principal components\n", "\n", @@ -1172,8 +1218,10 @@ }, { "cell_type": "markdown", - "id": "d471aac8", - "metadata": {}, + "id": "401b7f03", + "metadata": { + "editable": true + }, "source": [ "$$\n", "x_i \\approx \\tilde{x}_i = \\mu_n + \\langle x_i, v_0 \\rangle v_0\n", @@ -1182,16 +1230,20 @@ }, { "cell_type": "markdown", - "id": "5a2eec71", - "metadata": {}, + "id": "126e2905", + "metadata": { + "editable": true + }, "source": [ "where $v_0$ is the first principal component." ] }, { "cell_type": "markdown", - "id": "9377658d", - "metadata": {}, + "id": "f0bb957c", + "metadata": { + "editable": true + }, "source": [ "## Collecting all Steps\n", "\n", @@ -1205,26 +1257,13 @@ }, { "cell_type": "code", - "execution_count": 12, - "id": "5d6bdbd3", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Eigenvalues of Covariance matrix\n", - "20.255218417783848\n", - "1.8150132282867129\n", - "First eigenvector\n", - "[0.99386866 0.11056714]\n", - "Second eigenvector\n", - "[-0.11056714 0.99386866]\n", - "Eigenvector of largest eigenvalue\n", - "[-0.99386866 -0.11056714]\n" - ] - } - ], + "execution_count": 9, + "id": "29d6c81f", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "# diagonalize and obtain eigenvalues, not necessarily sorted\n", "EigValues, EigVectors = np.linalg.eig(Cov)\n", @@ -1251,16 +1290,20 @@ }, { "cell_type": "markdown", - "id": "a3769d30", - "metadata": {}, + "id": "415c3882", + "metadata": { + "editable": true + }, "source": [ "This code does not contain all the above elements, but it shows how we can use **Scikit-Learn** to extract the eigenvector which corresponds to the largest eigenvalue. Try to address the questions we pose before the above code. Try also to change the values of the covariance matrix by making one of the diagonal elements much larger than the other. What do you observe then?" ] }, { "cell_type": "markdown", - "id": "a01f4918", - "metadata": {}, + "id": "c77de1ed", + "metadata": { + "editable": true + }, "source": [ "## Classical PCA Theorem\n", "\n", @@ -1281,8 +1324,10 @@ }, { "cell_type": "markdown", - "id": "2108e40c", - "metadata": {}, + "id": "b97757c8", + "metadata": { + "editable": true + }, "source": [ "## The PCA Theorem\n", "\n", @@ -1303,8 +1348,10 @@ }, { "cell_type": "markdown", - "id": "b9a0f333", - "metadata": {}, + "id": "b8501d8b", + "metadata": { + "editable": true + }, "source": [ "$$\n", "J(\\boldsymbol{w}_0)= \\boldsymbol{w}_0^T\\boldsymbol{C}[\\boldsymbol{x}]\\boldsymbol{w}_0+\\lambda_0(1-\\boldsymbol{w}_0^T\\boldsymbol{w}_0).\n", @@ -1313,16 +1360,20 @@ }, { "cell_type": "markdown", - "id": "1cade577", - "metadata": {}, + "id": "6824ed28", + "metadata": { + "editable": true + }, "source": [ "Taking the derivative with respect to $\\boldsymbol{w}_0$ we obtain" ] }, { "cell_type": "markdown", - "id": "e4a4a9c5", - "metadata": {}, + "id": "3a567348", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\frac{\\partial J(\\boldsymbol{w}_0)}{\\partial \\boldsymbol{w}_0}= 2\\boldsymbol{C}[\\boldsymbol{x}]\\boldsymbol{w}_0-2\\lambda_0\\boldsymbol{w}_0=0,\n", @@ -1331,16 +1382,20 @@ }, { "cell_type": "markdown", - "id": "560e5595", - "metadata": {}, + "id": "b6f2aca1", + "metadata": { + "editable": true + }, "source": [ "meaning that" ] }, { "cell_type": "markdown", - "id": "7f8fb6d8", - "metadata": {}, + "id": "fe1b2523", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{C}[\\boldsymbol{x}]\\boldsymbol{w}_0=\\lambda_0\\boldsymbol{w}_0.\n", @@ -1349,16 +1404,20 @@ }, { "cell_type": "markdown", - "id": "5f47d9d9", - "metadata": {}, + "id": "cad2ecde", + "metadata": { + "editable": true + }, "source": [ "**The direction that maximizes the variance (or minimizes the construction error) is an eigenvector of the covariance matrix**! If we left multiply with $\\boldsymbol{w}_0^T$ we have the variance of the projected data is" ] }, { "cell_type": "markdown", - "id": "c2fbda71", - "metadata": {}, + "id": "834a2eb8", + "metadata": { + "editable": true + }, "source": [ "$$\n", "\\boldsymbol{w}_0^T\\boldsymbol{C}[\\boldsymbol{x}]\\boldsymbol{w}_0=\\lambda_0.\n", @@ -1367,8 +1426,10 @@ }, { "cell_type": "markdown", - "id": "ad0b2f02", - "metadata": {}, + "id": "d7aad653", + "metadata": { + "editable": true + }, "source": [ "If we want to maximize the variance (minimize the construction error)\n", "we simply pick the eigenvector of the covariance matrix with the\n", @@ -1391,8 +1452,10 @@ }, { "cell_type": "markdown", - "id": "27b98521", - "metadata": {}, + "id": "f5914fd4", + "metadata": { + "editable": true + }, "source": [ "## Geometric Interpretation and link with Singular Value Decomposition\n", "\n", @@ -1407,168 +1470,13 @@ }, { "cell_type": "code", - "execution_count": 13, - "id": "2e81de6f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Scikit-Learn’s PCA classes take care of centering\n", "the data for you. However, if you implement PCA yourself (as in the preceding example), or if you use other libraries, don’t\n", @@ -1612,9 +1522,12 @@ }, { "cell_type": "code", - "execution_count": 14, - "id": "7ac81918", - "metadata": {}, + "execution_count": 11, + "id": "3eb6f095", + "metadata": { + "collapsed": false, + "editable": true + }, "outputs": [], "source": [ "W2 = V.T[:, :2]\n", @@ -1623,8 +1536,10 @@ }, { "cell_type": "markdown", - "id": "46658c43", - "metadata": {}, + "id": "cc46253b", + "metadata": { + "editable": true + }, "source": [ "## PCA and scikit-learn\n", "\n", @@ -1635,27 +1550,13 @@ }, { "cell_type": "code", - "execution_count": 15, - "id": "03096624", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1.5378811 -0.94639099]\n", - " [-0.86145244 0.89288636]\n", - " [ 0.00445655 0.81633628]\n", - " [-0.07145103 -1.00433417]\n", - " [-2.03707133 -0.48476997]\n", - " [-0.72174172 -1.4557763 ]\n", - " [ 0.55854694 1.60673226]\n", - " [-1.6999536 0.43766686]\n", - " [ 1.10405456 0.31718909]\n", - " [ 2.18673098 -0.17953942]]\n" - ] - } - ], + "execution_count": 12, + "id": "132dc262", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "#thereafter we do a PCA with Scikit-learn\n", "from sklearn.decomposition import PCA\n", @@ -1666,8 +1567,10 @@ }, { "cell_type": "markdown", - "id": "75f39142", - "metadata": {}, + "id": "29f72b5c", + "metadata": { + "editable": true + }, "source": [ "After fitting the PCA transformer to the dataset, you can access the principal components using the\n", "components variable (note that it contains the PCs as horizontal vectors, so, for example, the first\n", @@ -1676,29 +1579,23 @@ }, { "cell_type": "code", - "execution_count": 16, - "id": "063544f8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-0.62373464, -0.5303329 , 0.317367 , 0.01873344, 0.47815203])" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 13, + "id": "f8cc8c5b", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "pca.components_.T[:, 0]" ] }, { "cell_type": "markdown", - "id": "9abeea5e", - "metadata": {}, + "id": "8da58a02", + "metadata": { + "editable": true + }, "source": [ "Another very useful piece of information is the explained variance ratio of each principal component,\n", "available via the $explained\\_variance\\_ratio$ variable. It indicates the proportion of the dataset’s\n", @@ -1707,8 +1604,10 @@ }, { "cell_type": "markdown", - "id": "92bb3c0c", - "metadata": {}, + "id": "b6303d89", + "metadata": { + "editable": true + }, "source": [ "## Back to the Cancer Data\n", "We can now repeat the above but applied to real data, in this case our breast cancer data.\n", @@ -1717,34 +1616,13 @@ }, { "cell_type": "code", - "execution_count": 17, - "id": "890807ae", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Train set accuracy from Logistic Regression: 0.95\n", - "Train set accuracy scaled data: 0.99\n", - "Train set accuracy scaled and PCA data: 0.96\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" - ] - } - ], + "execution_count": 14, + "id": "5fa2562b", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -1778,8 +1656,10 @@ }, { "cell_type": "markdown", - "id": "c50ba455", - "metadata": {}, + "id": "6318271b", + "metadata": { + "editable": true + }, "source": [ "We see that our training data after the PCA decomposition has a performance similar to the non-scaled data. \n", "\n", @@ -1793,9 +1673,12 @@ }, { "cell_type": "code", - "execution_count": 18, - "id": "8d5f102f", - "metadata": {}, + "execution_count": 15, + "id": "ecf4bd2a", + "metadata": { + "collapsed": false, + "editable": true + }, "outputs": [], "source": [ "pca = PCA()\n", @@ -1806,8 +1689,10 @@ }, { "cell_type": "markdown", - "id": "9c42d3a3", - "metadata": {}, + "id": "a259a05f", + "metadata": { + "editable": true + }, "source": [ "You could then set $n\\_components=d$ and run PCA again. However, there is a much better option: instead\n", "of specifying the number of principal components you want to preserve, you can set $n\\_components$ to be\n", @@ -1816,9 +1701,12 @@ }, { "cell_type": "code", - "execution_count": 19, - "id": "7a84a74f", - "metadata": {}, + "execution_count": 16, + "id": "e26a3409", + "metadata": { + "collapsed": false, + "editable": true + }, "outputs": [], "source": [ "pca = PCA(n_components=0.95)\n", @@ -1827,8 +1715,10 @@ }, { "cell_type": "markdown", - "id": "dfff5d1a", - "metadata": {}, + "id": "5f0dfa39", + "metadata": { + "editable": true + }, "source": [ "## Incremental PCA\n", "\n", @@ -1841,8 +1731,10 @@ }, { "cell_type": "markdown", - "id": "97fa8e7c", - "metadata": {}, + "id": "bf1c1c7b", + "metadata": { + "editable": true + }, "source": [ "### Randomized PCA\n", "\n", @@ -1854,8 +1746,10 @@ }, { "cell_type": "markdown", - "id": "328cf05e", - "metadata": {}, + "id": "acf1a3db", + "metadata": { + "editable": true + }, "source": [ "### Kernel PCA\n", "\n", @@ -1872,9 +1766,12 @@ }, { "cell_type": "code", - "execution_count": 20, - "id": "72edea77", - "metadata": {}, + "execution_count": 17, + "id": "0e3a8505", + "metadata": { + "collapsed": false, + "editable": true + }, "outputs": [], "source": [ "from sklearn.decomposition import KernelPCA\n", @@ -1884,8 +1781,10 @@ }, { "cell_type": "markdown", - "id": "9b026928", - "metadata": {}, + "id": "8a2588ae", + "metadata": { + "editable": true + }, "source": [ "## Other techniques\n", "\n", @@ -1903,8 +1802,10 @@ }, { "cell_type": "markdown", - "id": "52c8a861", - "metadata": {}, + "id": "3426d370", + "metadata": { + "editable": true + }, "source": [ "## Clustering and Unsupervised Learning\n", "\n", @@ -1921,8 +1822,10 @@ }, { "cell_type": "markdown", - "id": "f0025057", - "metadata": {}, + "id": "141905cb", + "metadata": { + "editable": true + }, "source": [ "## Basic Idea of the $k$-means Clustering Algorithm\n", "\n", @@ -1935,8 +1838,10 @@ }, { "cell_type": "markdown", - "id": "0d4ee6b8", - "metadata": {}, + "id": "92e99605", + "metadata": { + "editable": true + }, "source": [ "## The $k$-means Algorithm\n", "\n", @@ -1946,8 +1851,10 @@ }, { "cell_type": "markdown", - "id": "344b8ce1", - "metadata": {}, + "id": "8c7b6dfb", + "metadata": { + "editable": true + }, "source": [ "$$\n", "k\\in\\{1, \\cdots, K \\}.\n", @@ -1956,8 +1863,10 @@ }, { "cell_type": "markdown", - "id": "599b128e", - "metadata": {}, + "id": "a5cb92e5", + "metadata": { + "editable": true + }, "source": [ "In the basic k-means algorithm each point is assigned to only\n", "one cluster $k$, and these assignments are *non-injective* i.e. many-to-one. We\n", @@ -1976,8 +1885,10 @@ }, { "cell_type": "markdown", - "id": "a4c5132b", - "metadata": {}, + "id": "39ea6562", + "metadata": { + "editable": true + }, "source": [ "## Basic Math of the $k$-means Algorithm\n", "\n", @@ -1986,8 +1897,10 @@ }, { "cell_type": "markdown", - "id": "78c6c33b", - "metadata": {}, + "id": "737fd7d9", + "metadata": { + "editable": true + }, "source": [ "\n", "
\n", @@ -2001,8 +1914,10 @@ }, { "cell_type": "markdown", - "id": "7fbfff93", - "metadata": {}, + "id": "c43753bc", + "metadata": { + "editable": true + }, "source": [ "which we wish to group into $K < n$ clusters. For our dissimilarity measure we\n", "use the *squared Euclidean distance*" @@ -2010,8 +1925,10 @@ }, { "cell_type": "markdown", - "id": "d2c8b006", - "metadata": {}, + "id": "07644040", + "metadata": { + "editable": true + }, "source": [ "\n", "
\n", @@ -2026,8 +1943,10 @@ }, { "cell_type": "markdown", - "id": "facec5e8", - "metadata": {}, + "id": "0cb1d699", + "metadata": { + "editable": true + }, "source": [ "## Within Cluster Point Scatter\n", "\n", @@ -2038,8 +1957,10 @@ }, { "cell_type": "markdown", - "id": "e70e3115", - "metadata": {}, + "id": "9e48dcbd", + "metadata": { + "editable": true + }, "source": [ "\n", "
\n", @@ -2055,8 +1976,10 @@ }, { "cell_type": "markdown", - "id": "033a0f31", - "metadata": {}, + "id": "7f052870", + "metadata": { + "editable": true + }, "source": [ "where $\\boldsymbol{\\overline{x_k}}$ is the mean vector associated with the $k$-th\n", "cluster, and $N_k = \\sum_{i=1}^nI(C(i) = k)$, where the $I()$ notation is\n", @@ -2070,8 +1993,10 @@ }, { "cell_type": "markdown", - "id": "c3ebbb11", - "metadata": {}, + "id": "3d81cbad", + "metadata": { + "editable": true + }, "source": [ "## More Details\n", "\n", @@ -2080,8 +2005,10 @@ }, { "cell_type": "markdown", - "id": "c946c0c6", - "metadata": {}, + "id": "7b7e9b32", + "metadata": { + "editable": true + }, "source": [ "\n", "
\n", @@ -2099,8 +2026,10 @@ }, { "cell_type": "markdown", - "id": "85440d81", - "metadata": {}, + "id": "2a0d3a2d", + "metadata": { + "editable": true + }, "source": [ "This is a quantity that is conserved throughout the $k$-means algorithm. It can\n", "be thought of as the total amount of information in the data, and it is composed\n", @@ -2111,8 +2040,10 @@ }, { "cell_type": "markdown", - "id": "6541a1c7", - "metadata": {}, + "id": "e662b6b4", + "metadata": { + "editable": true + }, "source": [ "## Total Cluster Variance\n", "Given a cluster mean $\\boldsymbol{m_k}$ we define the **total cluster variance**" @@ -2120,8 +2051,10 @@ }, { "cell_type": "markdown", - "id": "b68f8bd3", - "metadata": {}, + "id": "ddc297d1", + "metadata": { + "editable": true + }, "source": [ "\n", "
\n", @@ -2135,16 +2068,20 @@ }, { "cell_type": "markdown", - "id": "3ed72e5d", - "metadata": {}, + "id": "8f53e705", + "metadata": { + "editable": true + }, "source": [ "Now we have all the pieces necessary to formally revisit the $k$-means algorithm." ] }, { "cell_type": "markdown", - "id": "560099b8", - "metadata": {}, + "id": "2ac91036", + "metadata": { + "editable": true + }, "source": [ "## The $k$-means Clustering Algorithm\n", "\n", @@ -2159,8 +2096,10 @@ }, { "cell_type": "markdown", - "id": "0cf5575e", - "metadata": {}, + "id": "a8db9bf0", + "metadata": { + "editable": true + }, "source": [ "## Summarizing\n", "\n", @@ -2177,8 +2116,10 @@ }, { "cell_type": "markdown", - "id": "3eb6fc28", - "metadata": {}, + "id": "8addd79a", + "metadata": { + "editable": true + }, "source": [ "## Writing our own Code, the Data Set\n", "\n", @@ -2194,9 +2135,12 @@ }, { "cell_type": "code", - "execution_count": 21, - "id": "4c82e9df", - "metadata": {}, + "execution_count": 18, + "id": "d186dafa", + "metadata": { + "collapsed": false, + "editable": true + }, "outputs": [], "source": [ "import time\n", @@ -2212,8 +2156,10 @@ }, { "cell_type": "markdown", - "id": "ecb62403", - "metadata": {}, + "id": "8249d4b5", + "metadata": { + "editable": true + }, "source": [ "Next we define functions, for ease of use later, to generate Gaussians and to\n", "set up our toy data set." @@ -2221,21 +2167,13 @@ }, { "cell_type": "code", - "execution_count": 22, - "id": "c0765d2f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": 19, + "id": "5cc2359e", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "def gaussian_points(dim=2, n_points=1000, mean_vector=np.array([0, 0]),\n", " sample_variance=1):\n", @@ -2290,8 +2228,10 @@ }, { "cell_type": "markdown", - "id": "599fa282", - "metadata": {}, + "id": "4e2cf816", + "metadata": { + "editable": true + }, "source": [ "## Implementing the $k$-means Algorithm\n", "\n", @@ -2301,9 +2241,12 @@ }, { "cell_type": "code", - "execution_count": 23, - "id": "2625e4b0", - "metadata": {}, + "execution_count": 20, + "id": "5d3d1b04", + "metadata": { + "collapsed": false, + "editable": true + }, "outputs": [], "source": [ "\n", @@ -2344,29 +2287,23 @@ }, { "cell_type": "markdown", - "id": "a22eba0a", - "metadata": {}, + "id": "4152d84d", + "metadata": { + "editable": true + }, "source": [ "## Plotting" ] }, { "cell_type": "code", - "execution_count": 24, - "id": "505bf3a0", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": 21, + "id": "c66fc189", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot()\n", @@ -2385,8 +2322,10 @@ }, { "cell_type": "markdown", - "id": "6c44fe59", - "metadata": {}, + "id": "c44b8bc8", + "metadata": { + "editable": true + }, "source": [ "So what do we have so far? We have 'picked' $k$ centroids at random from our\n", "data points. There are other ways of more intelligently choosing their\n", @@ -2402,26 +2341,23 @@ }, { "cell_type": "markdown", - "id": "ef52bc5d", - "metadata": {}, + "id": "876a513d", + "metadata": { + "editable": true + }, "source": [ "## Continuing" ] }, { "cell_type": "code", - "execution_count": 25, - "id": "3502280d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Converged at iteration 5\n" - ] - } - ], + "execution_count": 22, + "id": "75f9e9bf", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "\n", "max_iterations = 100\n", @@ -2472,8 +2408,10 @@ }, { "cell_type": "markdown", - "id": "4d49a589", - "metadata": {}, + "id": "a9abe41f", + "metadata": { + "editable": true + }, "source": [ "## Wrapping it up\n", "We now have a simple , un-optimized $k$-means\n", @@ -2482,21 +2420,13 @@ }, { "cell_type": "code", - "execution_count": 26, - "id": "4a5ca3f2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": 23, + "id": "8c84b26f", + "metadata": { + "collapsed": false, + "editable": true + }, + "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot()\n", @@ -2515,9 +2445,12 @@ }, { "cell_type": "code", - "execution_count": 27, - "id": "9c3624e1", - "metadata": {}, + "execution_count": 24, + "id": "860d7bc3", + "metadata": { + "collapsed": false, + "editable": true + }, "outputs": [], "source": [ "def naive_kmeans(data, n_clusters=4, max_iterations=100, tolerance=1e-8):\n", @@ -2592,16 +2525,20 @@ }, { "cell_type": "markdown", - "id": "47bef55c", - "metadata": {}, + "id": "89fde7b0", + "metadata": { + "editable": true + }, "source": [ "## Summary of course" ] }, { "cell_type": "markdown", - "id": "ae2eee10", - "metadata": {}, + "id": "35fc3f33", + "metadata": { + "editable": true + }, "source": [ "## What? Me worry? No final exam in this course!\n", "\n", @@ -2613,8 +2550,10 @@ }, { "cell_type": "markdown", - "id": "cae94fcf", - "metadata": {}, + "id": "384addcb", + "metadata": { + "editable": true + }, "source": [ "## What is the link between Artificial Intelligence and Machine Learning and some general Remarks\n", "\n", @@ -2627,8 +2566,10 @@ }, { "cell_type": "markdown", - "id": "c1383f4e", - "metadata": {}, + "id": "33f8bc8d", + "metadata": { + "editable": true + }, "source": [ "## Going back to the beginning of the semester\n", "\n", @@ -2650,8 +2591,10 @@ }, { "cell_type": "markdown", - "id": "b40ee35f", - "metadata": {}, + "id": "41a063eb", + "metadata": { + "editable": true + }, "source": [ "## Not so sharp distinctions\n", "\n", @@ -2677,8 +2620,10 @@ }, { "cell_type": "markdown", - "id": "36ca8b2b", - "metadata": {}, + "id": "ce1ff874", + "metadata": { + "editable": true + }, "source": [ "## Topics we have covered this year\n", "\n", @@ -2691,8 +2636,10 @@ }, { "cell_type": "markdown", - "id": "8863f32e", - "metadata": {}, + "id": "2d3a962f", + "metadata": { + "editable": true + }, "source": [ "## Statistical analysis and optimization of data\n", "\n", @@ -2714,8 +2661,10 @@ }, { "cell_type": "markdown", - "id": "b8af01d9", - "metadata": {}, + "id": "574f94c0", + "metadata": { + "editable": true + }, "source": [ "## Machine learning\n", "\n", @@ -2759,8 +2708,10 @@ }, { "cell_type": "markdown", - "id": "f70e1e0c", - "metadata": {}, + "id": "324c29e9", + "metadata": { + "editable": true + }, "source": [ "## Learning outcomes and overarching aims of this course\n", "\n", @@ -2793,8 +2744,10 @@ }, { "cell_type": "markdown", - "id": "c96f2750", - "metadata": {}, + "id": "c5e8a2a0", + "metadata": { + "editable": true + }, "source": [ "## Perspective on Machine Learning\n", "\n", @@ -2814,8 +2767,10 @@ }, { "cell_type": "markdown", - "id": "1de05c23", - "metadata": {}, + "id": "4fd8dbb5", + "metadata": { + "editable": true + }, "source": [ "## Machine Learning Research\n", "\n", @@ -2835,8 +2790,10 @@ }, { "cell_type": "markdown", - "id": "cf5b9571", - "metadata": {}, + "id": "5eaa33ad", + "metadata": { + "editable": true + }, "source": [ "## Starting your Machine Learning Project\n", "\n", @@ -2853,8 +2810,10 @@ }, { "cell_type": "markdown", - "id": "08b5eaa0", - "metadata": {}, + "id": "e26859d3", + "metadata": { + "editable": true + }, "source": [ "## Choose a Model and Algorithm\n", "\n", @@ -2867,8 +2826,10 @@ }, { "cell_type": "markdown", - "id": "ef3d026e", - "metadata": {}, + "id": "79fadd20", + "metadata": { + "editable": true + }, "source": [ "## Preparing Your Data\n", "\n", @@ -2897,8 +2858,10 @@ }, { "cell_type": "markdown", - "id": "67b2c4e5", - "metadata": {}, + "id": "30d3abbe", + "metadata": { + "editable": true + }, "source": [ "## Which Activation and Weights to Choose in Neural Networks\n", "\n", @@ -2917,8 +2880,10 @@ }, { "cell_type": "markdown", - "id": "56fc5bad", - "metadata": {}, + "id": "39f4be29", + "metadata": { + "editable": true + }, "source": [ "## Optimization Methods and Hyperparameters\n", "1. Stochastic gradient descent\n", @@ -2940,8 +2905,10 @@ }, { "cell_type": "markdown", - "id": "bea38925", - "metadata": {}, + "id": "cd2a28dc", + "metadata": { + "editable": true + }, "source": [ "## Resampling\n", "\n", @@ -2956,8 +2923,10 @@ }, { "cell_type": "markdown", - "id": "34a92377", - "metadata": {}, + "id": "325013ce", + "metadata": { + "editable": true + }, "source": [ "## Other courses on Data science and Machine Learning at UiO\n", "\n", @@ -2982,8 +2951,10 @@ }, { "cell_type": "markdown", - "id": "69a4d56f", - "metadata": {}, + "id": "7cf29475", + "metadata": { + "editable": true + }, "source": [ "## Additional courses of interest\n", "\n", @@ -2994,8 +2965,10 @@ }, { "cell_type": "markdown", - "id": "8bbd749d", - "metadata": {}, + "id": "cdd3cc07", + "metadata": { + "editable": true + }, "source": [ "## What's the future like?\n", "\n", @@ -3018,8 +2991,10 @@ }, { "cell_type": "markdown", - "id": "e222778a", - "metadata": {}, + "id": "760a2272", + "metadata": { + "editable": true + }, "source": [ "## Types of Machine Learning, a repetition\n", "\n", @@ -3045,8 +3020,10 @@ }, { "cell_type": "markdown", - "id": "20705440", - "metadata": {}, + "id": "795913ed", + "metadata": { + "editable": true + }, "source": [ "## Why Boltzmann machines?\n", "\n", @@ -3060,8 +3037,10 @@ }, { "cell_type": "markdown", - "id": "0f8110bf", - "metadata": {}, + "id": "0c0c099a", + "metadata": { + "editable": true + }, "source": [ "## Boltzmann Machines\n", "\n", @@ -3080,8 +3059,10 @@ }, { "cell_type": "markdown", - "id": "fbeae41c", - "metadata": {}, + "id": "6bff1a8b", + "metadata": { + "editable": true + }, "source": [ "## Some similarities and differences from DNNs\n", "\n", @@ -3096,8 +3077,10 @@ }, { "cell_type": "markdown", - "id": "98c389e5", - "metadata": {}, + "id": "0b35b643", + "metadata": { + "editable": true + }, "source": [ "## Boltzmann machines (BM)\n", "\n", @@ -3117,8 +3100,10 @@ }, { "cell_type": "markdown", - "id": "61529f79", - "metadata": {}, + "id": "9ec3b5a1", + "metadata": { + "editable": true + }, "source": [ "## A standard BM setup\n", "\n", @@ -3134,8 +3119,10 @@ }, { "cell_type": "markdown", - "id": "ccc873bf", - "metadata": {}, + "id": "59455732", + "metadata": { + "editable": true + }, "source": [ "## The structure of the RBM network\n", "\n", @@ -3148,8 +3135,10 @@ }, { "cell_type": "markdown", - "id": "91773fec", - "metadata": {}, + "id": "071128ef", + "metadata": { + "editable": true + }, "source": [ "## The network\n", "\n", @@ -3161,8 +3150,10 @@ }, { "cell_type": "markdown", - "id": "2282a390", - "metadata": {}, + "id": "5f62a980", + "metadata": { + "editable": true + }, "source": [ "## Goals\n", "\n", @@ -3183,8 +3174,10 @@ }, { "cell_type": "markdown", - "id": "ad19ba93", - "metadata": {}, + "id": "2bfc6dbd", + "metadata": { + "editable": true + }, "source": [ "## Joint distribution\n", "\n", @@ -3193,8 +3186,10 @@ }, { "cell_type": "markdown", - "id": "934d88ae", - "metadata": {}, + "id": "dd740bcd", + "metadata": { + "editable": true + }, "source": [ "\n", "
\n", @@ -3209,16 +3204,20 @@ }, { "cell_type": "markdown", - "id": "e56750cc", - "metadata": {}, + "id": "f8160910", + "metadata": { + "editable": true + }, "source": [ "where $Z$ is the normalization constant or partition function, defined as" ] }, { "cell_type": "markdown", - "id": "706a248e", - "metadata": {}, + "id": "9b994c45", + "metadata": { + "editable": true + }, "source": [ "\n", "
\n", @@ -3233,16 +3232,20 @@ }, { "cell_type": "markdown", - "id": "5d484765", - "metadata": {}, + "id": "bb4a4f33", + "metadata": { + "editable": true + }, "source": [ "It is common to ignore $T_0$ by setting it to one." ] }, { "cell_type": "markdown", - "id": "d45f4269", - "metadata": {}, + "id": "3c931345", + "metadata": { + "editable": true + }, "source": [ "## Network Elements, the energy function\n", "\n", @@ -3258,8 +3261,10 @@ }, { "cell_type": "markdown", - "id": "aa760830", - "metadata": {}, + "id": "a8d10165", + "metadata": { + "editable": true + }, "source": [ "$$\n", "E(\\hat{x},\\hat{h}) = -\\sum_{ia}^{NA}b_i^a \\alpha_i^a(x_i)-\\sum_{jd}^{MD}c_j^d \\beta_j^d(h_j)-\\sum_{ijad}^{NAMD}b_i^a \\alpha_i^a(x_i)c_j^d \\beta_j^d(h_j)w_{ij}^{ad}.\n", @@ -3268,8 +3273,10 @@ }, { "cell_type": "markdown", - "id": "845cbb60", - "metadata": {}, + "id": "23868375", + "metadata": { + "editable": true + }, "source": [ "Here $\\beta_j^d(h_j)$ and $\\alpha_i^a(x_j)$ are so-called transfer functions that map a given input value to a desired feature value. The labels $a$ and $d$ denote that there can be multiple transfer functions per variable. The first sum depends only on the visible units. The second on the hidden ones. **Note** that there is no connection between nodes in a layer.\n", "\n", @@ -3280,8 +3287,10 @@ }, { "cell_type": "markdown", - "id": "3f70939f", - "metadata": {}, + "id": "38c3adde", + "metadata": { + "editable": true + }, "source": [ "## Defining different types of RBMs\n", "There are different variants of RBMs, and the differences lie in the types of visible and hidden units we choose as well as in the implementation of the energy function $E(\\mathbf{x},\\mathbf{h})$. \n", @@ -3293,8 +3302,10 @@ }, { "cell_type": "markdown", - "id": "2e273472", - "metadata": {}, + "id": "0dfa9f9a", + "metadata": { + "editable": true + }, "source": [ "\n", "
\n", @@ -3309,8 +3320,10 @@ }, { "cell_type": "markdown", - "id": "ea7de35d", - "metadata": {}, + "id": "3a1c2b37", + "metadata": { + "editable": true + }, "source": [ "where the binary values taken on by the nodes are most commonly 0 and 1.\n", "\n", @@ -3321,8 +3334,10 @@ }, { "cell_type": "markdown", - "id": "057958f6", - "metadata": {}, + "id": "25b19ddc", + "metadata": { + "editable": true + }, "source": [ "\n", "
\n", @@ -3337,8 +3352,10 @@ }, { "cell_type": "markdown", - "id": "22204676", - "metadata": {}, + "id": "4007465f", + "metadata": { + "editable": true + }, "source": [ "## More about RBMs\n", "1. Useful when we model continuous data (i.e., we wish $\\mathbf{x}$ to be continuous)\n", @@ -3359,8 +3376,10 @@ }, { "cell_type": "markdown", - "id": "0a41d4d4", - "metadata": {}, + "id": "e22ac249", + "metadata": { + "editable": true + }, "source": [ "## Autoencoders: Overarching view\n", "\n", @@ -3395,8 +3414,10 @@ }, { "cell_type": "markdown", - "id": "013000cd", - "metadata": {}, + "id": "baf29697", + "metadata": { + "editable": true + }, "source": [ "## Bayesian Machine Learning\n", "\n", @@ -3416,8 +3437,10 @@ }, { "cell_type": "markdown", - "id": "0236f1c2", - "metadata": {}, + "id": "e0b7d366", + "metadata": { + "editable": true + }, "source": [ "## Reinforcement Learning\n", "\n", @@ -3450,8 +3473,10 @@ }, { "cell_type": "markdown", - "id": "257d2b0f", - "metadata": {}, + "id": "a083f472", + "metadata": { + "editable": true + }, "source": [ "## Transfer learning\n", "\n", @@ -3469,8 +3494,10 @@ }, { "cell_type": "markdown", - "id": "931f81f6", - "metadata": {}, + "id": "0cbecc86", + "metadata": { + "editable": true + }, "source": [ "## Adversarial learning\n", "\n", @@ -3489,8 +3516,10 @@ }, { "cell_type": "markdown", - "id": "70a036c9", - "metadata": {}, + "id": "856f5426", + "metadata": { + "editable": true + }, "source": [ "## Dual learning\n", "\n", @@ -3507,8 +3536,10 @@ }, { "cell_type": "markdown", - "id": "edbfe39e", - "metadata": {}, + "id": "d105156e", + "metadata": { + "editable": true + }, "source": [ "## Distributed machine learning\n", "\n", @@ -3520,8 +3551,10 @@ }, { "cell_type": "markdown", - "id": "405a0029", - "metadata": {}, + "id": "daf9754c", + "metadata": { + "editable": true + }, "source": [ "## Meta learning\n", "\n", @@ -3536,8 +3569,10 @@ }, { "cell_type": "markdown", - "id": "ad5bea55", - "metadata": {}, + "id": "16980e00", + "metadata": { + "editable": true + }, "source": [ "## The Challenges Facing Machine Learning\n", "\n", @@ -3564,8 +3599,10 @@ }, { "cell_type": "markdown", - "id": "b47d09cd", - "metadata": {}, + "id": "7727ee95", + "metadata": { + "editable": true + }, "source": [ "## Explainable machine learning\n", "\n", @@ -3591,8 +3628,10 @@ }, { "cell_type": "markdown", - "id": "f1c6ff0e", - "metadata": {}, + "id": "09bfa842", + "metadata": { + "editable": true + }, "source": [ "## Quantum machine learning\n", "\n", @@ -3620,8 +3659,10 @@ }, { "cell_type": "markdown", - "id": "224d07d3", - "metadata": {}, + "id": "8bac35e4", + "metadata": { + "editable": true + }, "source": [ "## Quantum machine learning algorithms based on linear algebra\n", "\n", @@ -3641,8 +3682,10 @@ }, { "cell_type": "markdown", - "id": "b1f6e487", - "metadata": {}, + "id": "9a01b5de", + "metadata": { + "editable": true + }, "source": [ "## Quantum reinforcement learning\n", "\n", @@ -3657,8 +3700,10 @@ }, { "cell_type": "markdown", - "id": "6871087d", - "metadata": {}, + "id": "a68a52a3", + "metadata": { + "editable": true + }, "source": [ "## Quantum deep learning\n", "\n", @@ -3678,8 +3723,10 @@ }, { "cell_type": "markdown", - "id": "36472622", - "metadata": {}, + "id": "7bde8a7c", + "metadata": { + "editable": true + }, "source": [ "## Social machine learning\n", "\n", @@ -3697,8 +3744,10 @@ }, { "cell_type": "markdown", - "id": "563675aa", - "metadata": {}, + "id": "f97be6d8", + "metadata": { + "editable": true + }, "source": [ "## The last words?\n", "\n", @@ -3711,8 +3760,10 @@ }, { "cell_type": "markdown", - "id": "cf6807bf", - "metadata": {}, + "id": "95921a32", + "metadata": { + "editable": true + }, "source": [ "## Best wishes to you all and thanks so much for your heroic efforts this semester\n", "\n", @@ -3724,25 +3775,7 @@ ] } ], - "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": "3.9.10" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 5 } diff --git a/doc/src/week47/week47.do.txt b/doc/src/week47/week47.do.txt index 40e44a888..f3fa16e6b 100644 --- a/doc/src/week47/week47.do.txt +++ b/doc/src/week47/week47.do.txt @@ -5,14 +5,17 @@ DATE: today !split ===== Overview of week 47 ===== -* _Thursday_: Support Vector Machines, classification and regression. -* _Friday_: Support Vector Machines and Summary of Course +* _Thursday_: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering +* _Friday_: PCA and clustering and Summary of Course +_Excellent video_: + 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" _Reading recommendations: - o Geron's chapter 5. - o Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones) - o Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones + o Geron's chapter 9 on PCA + o Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)