From 2c19ac0a3d7a465c71a042b56bcfc6a4349f40c8 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Mon, 11 Sep 2023 06:10:26 +0200
Subject: [PATCH] small typos

---
 doc/pub/week37/html/._week37-bs001.html      |  12 +-
 doc/pub/week37/html/week37-reveal.html       |   9 +-
 doc/pub/week37/html/week37-solarized.html    |  12 +-
 doc/pub/week37/html/week37.html              |  12 +-
 doc/pub/week37/ipynb/ipynb-week37-src.tar.gz | Bin 1022692 -> 1022692 bytes
 doc/pub/week37/ipynb/week37.ipynb            | 366 +++++++++----------
 doc/src/week37/week37.do.txt                 |   6 +-
 7 files changed, 204 insertions(+), 213 deletions(-)

diff --git a/doc/pub/week37/html/._week37-bs001.html b/doc/pub/week37/html/._week37-bs001.html
index b38df33f2..17b37a655 100644
--- a/doc/pub/week37/html/._week37-bs001.html
+++ b/doc/pub/week37/html/._week37-bs001.html
@@ -311,14 +311,12 @@ MathJax.Hub.Config({
 <ul>
   <li> Statistical interpretation of Ridge and Lasso regression</li>
   <li> Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff</li>
-  <li> Reads and Videos:
-<ol type="a"></li>
-   <li> Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).</li> 
-   <li> <a href="https://www.youtube.com/watch?v=fSytzGwwBVw" target="_self">Video on cross validation</a></li>
-<ol>
+  <li> Reads and Videos:</li>
+<ul>
+    <li> Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).</li> 
+    <li> <a href="https://www.youtube.com/watch?v=fSytzGwwBVw" target="_self">Video on cross validation</a></li>
     <li> <a href="https://www.youtube.com/watch?v=EuBBz3bI-aA" target="_self">Video on bias-variance tradeoff</a></li>
-</ol>
-</ol>
+</ul>
 </ul>
 </div>
 </div>
diff --git a/doc/pub/week37/html/week37-reveal.html b/doc/pub/week37/html/week37-reveal.html
index e7ceb58d1..702dc9460 100644
--- a/doc/pub/week37/html/week37-reveal.html
+++ b/doc/pub/week37/html/week37-reveal.html
@@ -225,18 +225,15 @@ MathJax.Hub.Config({
 
 <p><li> Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff</li>
 
-<p><li> Reads and Videos:
-<ol type="a"></li>
+<p><li> Reads and Videos:</li>
+<ul>
 
 <p><li> Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).</li>
 
 <p><li> <a href="https://www.youtube.com/watch?v=fSytzGwwBVw" target="_blank">Video on cross validation</a></li>
-<ol>
 
 <p><li> <a href="https://www.youtube.com/watch?v=EuBBz3bI-aA" target="_blank">Video on bias-variance tradeoff</a></li>
-</ol>
-<p>
-</ol>
+</ul>
 <p>
 </ul>
 </div>
diff --git a/doc/pub/week37/html/week37-solarized.html b/doc/pub/week37/html/week37-solarized.html
index 89c29f8ce..8cef67364 100644
--- a/doc/pub/week37/html/week37-solarized.html
+++ b/doc/pub/week37/html/week37-solarized.html
@@ -282,14 +282,12 @@ MathJax.Hub.Config({
 <ul>
   <li> Statistical interpretation of Ridge and Lasso regression</li>
   <li> Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff</li>
-  <li> Reads and Videos:
-<ol type="a"></li>
-   <li> Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).</li> 
-   <li> <a href="https://www.youtube.com/watch?v=fSytzGwwBVw" target="_blank">Video on cross validation</a></li>
-<ol>
+  <li> Reads and Videos:</li>
+<ul>
+    <li> Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).</li> 
+    <li> <a href="https://www.youtube.com/watch?v=fSytzGwwBVw" target="_blank">Video on cross validation</a></li>
     <li> <a href="https://www.youtube.com/watch?v=EuBBz3bI-aA" target="_blank">Video on bias-variance tradeoff</a></li>
-</ol>
-</ol>
+</ul>
 </ul>
 </div>
 
diff --git a/doc/pub/week37/html/week37.html b/doc/pub/week37/html/week37.html
index f0a003695..6833d1fed 100644
--- a/doc/pub/week37/html/week37.html
+++ b/doc/pub/week37/html/week37.html
@@ -359,14 +359,12 @@ MathJax.Hub.Config({
 <ul>
   <li> Statistical interpretation of Ridge and Lasso regression</li>
   <li> Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff</li>
-  <li> Reads and Videos:
-<ol type="a"></li>
-   <li> Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).</li> 
-   <li> <a href="https://www.youtube.com/watch?v=fSytzGwwBVw" target="_blank">Video on cross validation</a></li>
-<ol>
+  <li> Reads and Videos:</li>
+<ul>
+    <li> Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).</li> 
+    <li> <a href="https://www.youtube.com/watch?v=fSytzGwwBVw" target="_blank">Video on cross validation</a></li>
     <li> <a href="https://www.youtube.com/watch?v=EuBBz3bI-aA" target="_blank">Video on bias-variance tradeoff</a></li>
-</ol>
-</ol>
+</ul>
 </ul>
 </div>
 
diff --git a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz
index 0e39cfbb88715e45faa37f06ac3f275d72bb1775..1499c5c00aa0d5d99d8c144eed1c259dc3c58a32 100644
GIT binary patch
delta 62
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NNoHAOl`RwB=K~;q5A6T|

delta 62
zcmWN_Hvxb!002Si6KW*jBm!{7@Dm#&K4OO{Lg2<LIhCB)uTUNLiPX|aE1mT6&mciY
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diff --git a/doc/pub/week37/ipynb/week37.ipynb b/doc/pub/week37/ipynb/week37.ipynb
index cc97f3920..181bc4287 100644
--- a/doc/pub/week37/ipynb/week37.ipynb
+++ b/doc/pub/week37/ipynb/week37.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2e225a75",
+   "id": "037efae8",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e928718",
+   "id": "8c279dac",
    "metadata": {
     "editable": true
    },
@@ -31,7 +31,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4e4a25aa",
+   "id": "f01225b0",
    "metadata": {
     "editable": true
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@@ -59,16 +59,16 @@
     "\n",
     "  * Reads and Videos:\n",
     "\n",
-    "a. Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). \n",
+    "    * Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). \n",
     "\n",
-    "b. [Video on cross validation](https://www.youtube.com/watch?v=fSytzGwwBVw)\n",
+    "    * [Video on cross validation](https://www.youtube.com/watch?v=fSytzGwwBVw)\n",
     "\n",
-    "1. [Video on bias-variance tradeoff](https://www.youtube.com/watch?v=EuBBz3bI-aA)"
+    "    * [Video on bias-variance tradeoff](https://www.youtube.com/watch?v=EuBBz3bI-aA)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "e66517cd",
+   "id": "dcaacb29",
    "metadata": {
     "editable": true
    },
@@ -78,7 +78,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3ccbcff",
+   "id": "7cd762c8",
    "metadata": {
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@@ -107,7 +107,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ec219ea",
+   "id": "2f2a8b31",
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@@ -123,7 +123,7 @@
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   {
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-   "id": "7bcbae1d",
+   "id": "cd382b8e",
    "metadata": {
     "editable": true
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@@ -142,7 +142,7 @@
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    "cell_type": "markdown",
-   "id": "f9586614",
+   "id": "84b4b211",
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@@ -156,7 +156,7 @@
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   {
    "cell_type": "markdown",
-   "id": "260198c3",
+   "id": "78a892f4",
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@@ -168,7 +168,7 @@
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+   "id": "e56477ef",
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@@ -179,7 +179,7 @@
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-   "id": "831c80d0",
+   "id": "99efd6e4",
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@@ -191,7 +191,7 @@
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-   "id": "ddea48e2",
+   "id": "e176bd50",
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@@ -203,7 +203,7 @@
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@@ -219,7 +219,7 @@
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+   "id": "ca7f347e",
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@@ -230,7 +230,7 @@
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-   "id": "e2456163",
+   "id": "6eeeb9cd",
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@@ -253,7 +253,7 @@
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+   "id": "e03edff3",
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@@ -264,7 +264,7 @@
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+   "id": "eee642cd",
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@@ -276,7 +276,7 @@
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    "cell_type": "markdown",
-   "id": "112e96a7",
+   "id": "bba0ff50",
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@@ -288,7 +288,7 @@
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   {
    "cell_type": "markdown",
-   "id": "6004f2b0",
+   "id": "7768c4c2",
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@@ -302,7 +302,7 @@
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+   "id": "1c384544",
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@@ -333,7 +333,7 @@
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-   "id": "19491ff6",
+   "id": "88bed314",
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@@ -355,7 +355,7 @@
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-   "id": "d8331c32",
+   "id": "d2686e16",
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@@ -367,7 +367,7 @@
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@@ -380,7 +380,7 @@
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+   "id": "eb0e4d3a",
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@@ -392,7 +392,7 @@
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+   "id": "0a8b638b",
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@@ -404,7 +404,7 @@
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@@ -416,7 +416,7 @@
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@@ -430,7 +430,7 @@
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+   "id": "def394d7",
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@@ -440,7 +440,7 @@
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@@ -463,7 +463,7 @@
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@@ -475,7 +475,7 @@
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@@ -488,7 +488,7 @@
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-   "id": "efde679c",
+   "id": "ca2efc0c",
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@@ -500,7 +500,7 @@
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-   "id": "dfdfdc22",
+   "id": "d0cadf0e",
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@@ -512,7 +512,7 @@
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@@ -524,7 +524,7 @@
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@@ -535,7 +535,7 @@
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+   "id": "837aeb70",
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@@ -547,7 +547,7 @@
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@@ -558,7 +558,7 @@
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+   "id": "689d52c6",
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@@ -570,7 +570,7 @@
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+   "id": "72998727",
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@@ -580,7 +580,7 @@
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@@ -611,7 +611,7 @@
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@@ -623,7 +623,7 @@
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+   "id": "fc1fbbf6",
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@@ -635,7 +635,7 @@
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@@ -645,7 +645,7 @@
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@@ -667,7 +667,7 @@
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@@ -679,7 +679,7 @@
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@@ -689,7 +689,7 @@
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@@ -701,7 +701,7 @@
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@@ -711,7 +711,7 @@
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@@ -743,7 +743,7 @@
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@@ -753,7 +753,7 @@
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@@ -765,7 +765,7 @@
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@@ -777,7 +777,7 @@
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@@ -789,7 +789,7 @@
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@@ -801,7 +801,7 @@
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@@ -825,7 +825,7 @@
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@@ -969,7 +969,7 @@
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@@ -979,7 +979,7 @@
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@@ -991,7 +991,7 @@
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@@ -1001,7 +1001,7 @@
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@@ -1013,7 +1013,7 @@
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@@ -1023,7 +1023,7 @@
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@@ -1037,7 +1037,7 @@
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@@ -1049,7 +1049,7 @@
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@@ -1059,7 +1059,7 @@
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@@ -1071,7 +1071,7 @@
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@@ -1081,7 +1081,7 @@
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@@ -1093,7 +1093,7 @@
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@@ -1103,7 +1103,7 @@
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@@ -1115,7 +1115,7 @@
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@@ -1125,7 +1125,7 @@
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@@ -1141,7 +1141,7 @@
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@@ -1153,7 +1153,7 @@
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@@ -1163,7 +1163,7 @@
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@@ -1175,7 +1175,7 @@
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@@ -1188,7 +1188,7 @@
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@@ -1200,7 +1200,7 @@
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@@ -1210,7 +1210,7 @@
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@@ -1222,7 +1222,7 @@
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@@ -1232,7 +1232,7 @@
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@@ -1244,7 +1244,7 @@
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@@ -1256,7 +1256,7 @@
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@@ -1266,7 +1266,7 @@
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@@ -1278,7 +1278,7 @@
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@@ -1290,7 +1290,7 @@
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@@ -1302,7 +1302,7 @@
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@@ -1312,7 +1312,7 @@
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@@ -1324,7 +1324,7 @@
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@@ -1334,7 +1334,7 @@
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@@ -1353,7 +1353,7 @@
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@@ -1429,7 +1429,7 @@
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@@ -1439,7 +1439,7 @@
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@@ -1469,7 +1469,7 @@
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@@ -1518,7 +1518,7 @@
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@@ -1537,7 +1537,7 @@
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@@ -1565,7 +1565,7 @@
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@@ -1591,7 +1591,7 @@
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@@ -1608,7 +1608,7 @@
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@@ -1628,7 +1628,7 @@
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@@ -1657,7 +1657,7 @@
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@@ -1682,7 +1682,7 @@
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@@ -1702,7 +1702,7 @@
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@@ -1714,7 +1714,7 @@
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@@ -1724,7 +1724,7 @@
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@@ -1739,7 +1739,7 @@
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@@ -1752,7 +1752,7 @@
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@@ -1765,7 +1765,7 @@
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@@ -1777,7 +1777,7 @@
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@@ -1790,7 +1790,7 @@
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@@ -1801,7 +1801,7 @@
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@@ -1815,7 +1815,7 @@
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@@ -1825,7 +1825,7 @@
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@@ -1839,7 +1839,7 @@
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@@ -1852,7 +1852,7 @@
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@@ -1865,7 +1865,7 @@
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@@ -1875,7 +1875,7 @@
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@@ -1888,7 +1888,7 @@
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@@ -1898,7 +1898,7 @@
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@@ -1911,7 +1911,7 @@
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@@ -1923,7 +1923,7 @@
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@@ -1942,7 +1942,7 @@
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@@ -1955,7 +1955,7 @@
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@@ -1967,7 +1967,7 @@
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@@ -1980,7 +1980,7 @@
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@@ -2000,7 +2000,7 @@
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@@ -2023,7 +2023,7 @@
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@@ -2038,7 +2038,7 @@
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@@ -2050,7 +2050,7 @@
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@@ -2070,7 +2070,7 @@
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@@ -2090,7 +2090,7 @@
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@@ -2114,7 +2114,7 @@
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@@ -2135,7 +2135,7 @@
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@@ -2165,7 +2165,7 @@
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@@ -2189,7 +2189,7 @@
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@@ -2226,7 +2226,7 @@
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@@ -2236,7 +2236,7 @@
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@@ -2247,7 +2247,7 @@
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@@ -2267,7 +2267,7 @@
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@@ -2285,7 +2285,7 @@
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@@ -2297,7 +2297,7 @@
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@@ -2314,7 +2314,7 @@
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@@ -2326,7 +2326,7 @@
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@@ -2336,7 +2336,7 @@
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@@ -2348,7 +2348,7 @@
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@@ -2365,7 +2365,7 @@
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@@ -2377,7 +2377,7 @@
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@@ -2387,7 +2387,7 @@
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@@ -2399,7 +2399,7 @@
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@@ -2409,7 +2409,7 @@
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@@ -2421,7 +2421,7 @@
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@@ -2431,7 +2431,7 @@
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@@ -2447,7 +2447,7 @@
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@@ -2458,7 +2458,7 @@
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@@ -2523,7 +2523,7 @@
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@@ -2534,7 +2534,7 @@
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@@ -2591,7 +2591,7 @@
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@@ -2629,7 +2629,7 @@
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@@ -2640,7 +2640,7 @@
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     "editable": true
@@ -2722,7 +2722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "945905cd",
+   "id": "bdf8bdf7",
    "metadata": {
     "editable": true
    },
@@ -2747,7 +2747,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e17e6eb9",
+   "id": "1445f7db",
    "metadata": {
     "editable": true
    },
@@ -2775,7 +2775,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31961c30",
+   "id": "c3c1ffcd",
    "metadata": {
     "editable": true
    },
@@ -2788,7 +2788,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "870e0bac",
+   "id": "915c9179",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2888,7 +2888,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e2b755f5",
+   "id": "dd60b7b8",
    "metadata": {
     "editable": true
    },
@@ -2899,7 +2899,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "55fb097e",
+   "id": "0ac3e6d1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2988,7 +2988,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "84f9c9d4",
+   "id": "af490576",
    "metadata": {
     "editable": true
    },
@@ -2998,7 +2998,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ddbfdfd5",
+   "id": "857a0631",
    "metadata": {
     "editable": true
    },
@@ -3011,7 +3011,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "fc0518f6",
+   "id": "93b9722e",
    "metadata": {
     "collapsed": false,
     "editable": true
diff --git a/doc/src/week37/week37.do.txt b/doc/src/week37/week37.do.txt
index b0603c151..9a19a85dd 100644
--- a/doc/src/week37/week37.do.txt
+++ b/doc/src/week37/week37.do.txt
@@ -19,9 +19,9 @@ DATE: today
   * Statistical interpretation of Ridge and Lasso regression
   * Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff
   * Reads and Videos:
-    o Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). 
-    o "Video on cross validation":"https://www.youtube.com/watch?v=fSytzGwwBVw"
-    o  "Video on bias-variance tradeoff":"https://www.youtube.com/watch?v=EuBBz3bI-aA"
+    * Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). 
+    * "Video on cross validation":"https://www.youtube.com/watch?v=fSytzGwwBVw"
+    * "Video on bias-variance tradeoff":"https://www.youtube.com/watch?v=EuBBz3bI-aA"
 !eblock