From eb51e1358440c83b0e8d7072e8a6f75755bc1239 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Tue, 8 Nov 2022 08:03:44 +0100
Subject: [PATCH] update week 45

---
 doc/pub/week45/html/._week45-bs000.html      |   2 +-
 doc/pub/week45/html/._week45-bs001.html      |   2 +-
 doc/pub/week45/html/week45-bs.html           |   2 +-
 doc/pub/week45/html/week45-reveal.html       |   4 +-
 doc/pub/week45/html/week45-solarized.html    |   4 +-
 doc/pub/week45/html/week45.html              |   4 +-
 doc/pub/week45/ipynb/ipynb-week45-src.tar.gz | Bin 191 -> 192 bytes
 doc/pub/week45/ipynb/week45.ipynb            | 180 +++++++++----------
 doc/src/week45/week45.do.txt                 |   2 +-
 9 files changed, 100 insertions(+), 100 deletions(-)

diff --git a/doc/pub/week45/html/._week45-bs000.html b/doc/pub/week45/html/._week45-bs000.html
index 817a4baea..5bdd49d56 100644
--- a/doc/pub/week45/html/._week45-bs000.html
+++ b/doc/pub/week45/html/._week45-bs000.html
@@ -187,7 +187,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Nov 6, 2022</h4>
+<h4>Nov 8, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week45/html/._week45-bs001.html b/doc/pub/week45/html/._week45-bs001.html
index af30ca85d..517fcab98 100644
--- a/doc/pub/week45/html/._week45-bs001.html
+++ b/doc/pub/week45/html/._week45-bs001.html
@@ -192,7 +192,7 @@ MathJax.Hub.Config({
 <div class="panel-body">
 <!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
 <ol>
-<li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf" target="_self">Hastie et al, chapter 10.1-10.10</a></li>
+<li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf" target="_self">Hastie et al, chapter 10.1-10.10</a>. Geron's chapters 6 and 7 are also useful.</li>
 </ol>
 </div>
 </div>
diff --git a/doc/pub/week45/html/week45-bs.html b/doc/pub/week45/html/week45-bs.html
index 817a4baea..5bdd49d56 100644
--- a/doc/pub/week45/html/week45-bs.html
+++ b/doc/pub/week45/html/week45-bs.html
@@ -187,7 +187,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Nov 6, 2022</h4>
+<h4>Nov 8, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week45/html/week45-reveal.html b/doc/pub/week45/html/week45-reveal.html
index 6cc7c9a20..c71cd111c 100644
--- a/doc/pub/week45/html/week45-reveal.html
+++ b/doc/pub/week45/html/week45-reveal.html
@@ -184,7 +184,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Nov 6, 2022</h4>
+<h4>Nov 8, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -218,7 +218,7 @@ MathJax.Hub.Config({
 <b>Reading</b>
 <p>
 <ol>
-<p><li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf" target="_blank">Hastie et al, chapter 10.1-10.10</a></li>
+<p><li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf" target="_blank">Hastie et al, chapter 10.1-10.10</a>. Geron's chapters 6 and 7 are also useful.</li>
 </ol>
 </div>
 </section>
diff --git a/doc/pub/week45/html/week45-solarized.html b/doc/pub/week45/html/week45-solarized.html
index 55970f5e3..bcfcac7ab 100644
--- a/doc/pub/week45/html/week45-solarized.html
+++ b/doc/pub/week45/html/week45-solarized.html
@@ -167,7 +167,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Nov 6, 2022</h4>
+<h4>Nov 8, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -194,7 +194,7 @@ MathJax.Hub.Config({
 <b>Reading</b>
 <p>
 <ol>
-<li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf" target="_blank">Hastie et al, chapter 10.1-10.10</a></li>
+<li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf" target="_blank">Hastie et al, chapter 10.1-10.10</a>. Geron's chapters 6 and 7 are also useful.</li>
 </ol>
 </div>
 
diff --git a/doc/pub/week45/html/week45.html b/doc/pub/week45/html/week45.html
index 3127dc949..fec9a604c 100644
--- a/doc/pub/week45/html/week45.html
+++ b/doc/pub/week45/html/week45.html
@@ -244,7 +244,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Nov 6, 2022</h4>
+<h4>Nov 8, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -271,7 +271,7 @@ MathJax.Hub.Config({
 <b>Reading</b>
 <p>
 <ol>
-<li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf" target="_blank">Hastie et al, chapter 10.1-10.10</a></li>
+<li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf" target="_blank">Hastie et al, chapter 10.1-10.10</a>. Geron's chapters 6 and 7 are also useful.</li>
 </ol>
 </div>
 
diff --git a/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz b/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz
index 5106caaf3b0bb3e437c291eeb55831e3458457ed..db51604f29aae6f47f4547883a3ef12c0d584879 100644
GIT binary patch
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diff --git a/doc/pub/week45/ipynb/week45.ipynb b/doc/pub/week45/ipynb/week45.ipynb
index ec1733e0d..c3b5d9726 100644
--- a/doc/pub/week45/ipynb/week45.ipynb
+++ b/doc/pub/week45/ipynb/week45.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5d0f5baa",
+   "id": "69ffa59c",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1cc809f",
+   "id": "22893fe1",
    "metadata": {
     "editable": true
    },
@@ -22,14 +22,14 @@
     "# Week 45: Decisions Trees, Random Forests, Bagging  and Boosting\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 6, 2022**\n",
+    "Date: **Nov 8, 2022**\n",
     "\n",
     "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "71a0b699",
+   "id": "6ed587a5",
    "metadata": {
     "editable": true
    },
@@ -52,12 +52,12 @@
     "\n",
     "**Reading.**\n",
     "\n",
-    "1. [Hastie et al, chapter 10.1-10.10](https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf)"
+    "1. [Hastie et al, chapter 10.1-10.10](https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf). Geron's chapters 6 and 7 are also useful."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "39e049b0",
+   "id": "20a33b84",
    "metadata": {
     "editable": true
    },
@@ -68,7 +68,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "ebd16dd3",
+   "id": "4cddf972",
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     "collapsed": false,
     "editable": true
@@ -167,7 +167,7 @@
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-   "id": "d703c0d6",
+   "id": "3f3b4ec0",
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@@ -187,7 +187,7 @@
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+   "id": "1d2fa07b",
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@@ -201,7 +201,7 @@
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+   "id": "ae378fc0",
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@@ -213,7 +213,7 @@
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-   "id": "db6968e5",
+   "id": "b659b768",
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@@ -230,7 +230,7 @@
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-   "id": "e7132763",
+   "id": "25f72330",
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@@ -242,7 +242,7 @@
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-   "id": "647540de",
+   "id": "45aa3f32",
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@@ -256,7 +256,7 @@
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-   "id": "fe9d52b3",
+   "id": "b4c3c38c",
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@@ -268,7 +268,7 @@
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-   "id": "00d09af0",
+   "id": "3e6e9b65",
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@@ -281,7 +281,7 @@
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-   "id": "722da425",
+   "id": "05fbdabe",
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@@ -293,7 +293,7 @@
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-   "id": "3954663b",
+   "id": "1ed2d372",
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@@ -303,7 +303,7 @@
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-   "id": "f63c1e38",
+   "id": "551e69df",
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@@ -331,7 +331,7 @@
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+   "id": "a9173c39",
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@@ -347,7 +347,7 @@
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+   "id": "51535a0f",
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@@ -359,7 +359,7 @@
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-   "id": "439579c9",
+   "id": "ddad2f59",
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@@ -370,7 +370,7 @@
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-   "id": "c38ab9a3",
+   "id": "96d2aee2",
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@@ -382,7 +382,7 @@
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+   "id": "ed53f899",
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@@ -392,7 +392,7 @@
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-   "id": "704b3592",
+   "id": "573671e9",
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@@ -404,7 +404,7 @@
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+   "id": "4e261b39",
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@@ -414,7 +414,7 @@
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@@ -426,7 +426,7 @@
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@@ -436,7 +436,7 @@
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@@ -448,7 +448,7 @@
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@@ -462,7 +462,7 @@
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@@ -478,7 +478,7 @@
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+   "id": "b58de40d",
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@@ -490,7 +490,7 @@
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-   "id": "12464e0a",
+   "id": "630a85ef",
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@@ -506,7 +506,7 @@
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@@ -518,7 +518,7 @@
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+   "id": "1bd1ca26",
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@@ -528,7 +528,7 @@
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+   "id": "28c94b01",
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@@ -540,7 +540,7 @@
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+   "id": "cd5a9b54",
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@@ -552,7 +552,7 @@
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@@ -564,7 +564,7 @@
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+   "id": "9836bef1",
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@@ -575,7 +575,7 @@
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+   "id": "0118af58",
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@@ -587,7 +587,7 @@
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@@ -598,7 +598,7 @@
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+   "id": "ed7915b4",
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@@ -610,7 +610,7 @@
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+   "id": "bed73666",
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@@ -620,7 +620,7 @@
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@@ -632,7 +632,7 @@
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@@ -644,7 +644,7 @@
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@@ -656,7 +656,7 @@
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@@ -668,7 +668,7 @@
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@@ -678,7 +678,7 @@
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@@ -690,7 +690,7 @@
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@@ -700,7 +700,7 @@
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@@ -712,7 +712,7 @@
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@@ -722,7 +722,7 @@
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@@ -734,7 +734,7 @@
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@@ -744,7 +744,7 @@
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@@ -766,7 +766,7 @@
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@@ -798,7 +798,7 @@
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@@ -810,7 +810,7 @@
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@@ -836,7 +836,7 @@
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@@ -848,7 +848,7 @@
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@@ -876,7 +876,7 @@
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@@ -889,7 +889,7 @@
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@@ -921,7 +921,7 @@
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@@ -939,7 +939,7 @@
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@@ -952,7 +952,7 @@
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@@ -964,7 +964,7 @@
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+   "id": "4e5c8544",
    "metadata": {
     "editable": true
    },
@@ -974,7 +974,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8a250bd9",
+   "id": "e9b4fb88",
    "metadata": {
     "editable": true
    },
@@ -986,7 +986,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01ec8e23",
+   "id": "ab01f1bc",
    "metadata": {
     "editable": true
    },
@@ -996,7 +996,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43f1e9ca",
+   "id": "320732d2",
    "metadata": {
     "editable": true
    },
@@ -1008,7 +1008,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f097d76e",
+   "id": "b7977014",
    "metadata": {
     "editable": true
    },
@@ -1021,7 +1021,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c164dbbf",
+   "id": "0fe86cf6",
    "metadata": {
     "editable": true
    },
@@ -1033,7 +1033,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa91537a",
+   "id": "8a51677a",
    "metadata": {
     "editable": true
    },
@@ -1045,7 +1045,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b7f5606",
+   "id": "2ebafed4",
    "metadata": {
     "editable": true
    },
@@ -1057,7 +1057,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "953f7aa6",
+   "id": "afde236a",
    "metadata": {
     "editable": true
    },
@@ -1067,7 +1067,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08b92a46",
+   "id": "c529803e",
    "metadata": {
     "editable": true
    },
@@ -1079,7 +1079,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36cf052c",
+   "id": "58eb0e6c",
    "metadata": {
     "editable": true
    },
@@ -1089,7 +1089,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "554af8ba",
+   "id": "0c3a10a0",
    "metadata": {
     "editable": true
    },
@@ -1105,7 +1105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba8b8439",
+   "id": "6ebff1c2",
    "metadata": {
     "editable": true
    },
@@ -1117,7 +1117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d9c4b52",
+   "id": "cea9a34e",
    "metadata": {
     "editable": true
    },
@@ -1138,7 +1138,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "597eaf22",
+   "id": "d226041b",
    "metadata": {
     "editable": true
    },
@@ -1149,7 +1149,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "251b3392",
+   "id": "bcf8516d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1201,7 +1201,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bab59665",
+   "id": "b96fef32",
    "metadata": {
     "editable": true
    },
@@ -1212,7 +1212,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "d1b0876c",
+   "id": "4f8ce2c3",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1263,7 +1263,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd7e281f",
+   "id": "35426902",
    "metadata": {
     "editable": true
    },
@@ -1286,7 +1286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2ac7037",
+   "id": "bd80e051",
    "metadata": {
     "editable": true
    },
@@ -1297,7 +1297,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "fd8fdb2a",
+   "id": "0f0e552d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1349,7 +1349,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba15ae38",
+   "id": "70eaee5f",
    "metadata": {
     "editable": true
    },
@@ -1362,7 +1362,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "f6f53545",
+   "id": "dbe4ac22",
    "metadata": {
     "collapsed": false,
     "editable": true
diff --git a/doc/src/week45/week45.do.txt b/doc/src/week45/week45.do.txt
index 1de92a3d2..810ee6763 100644
--- a/doc/src/week45/week45.do.txt
+++ b/doc/src/week45/week45.do.txt
@@ -16,7 +16,7 @@ o "Video on Gradient boost, part 1, parts 2-4 follows":"https://www.youtube.com/
 !eblock
 
 !bblock Reading  
-o "Hastie et al, chapter 10.1-10.10":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf"
+o "Hastie et al, chapter 10.1-10.10":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf". Geron's chapters 6 and 7 are also useful.
 !eblock