From d33c1fb152c2c426d00b80ce2ce1bb76297a77ed Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Thu, 15 Sep 2022 15:28:07 +0200
Subject: [PATCH] added video

---
 doc/pub/week37/html/._week37-bs001.html      |   3 +
 doc/pub/week37/html/week37-reveal.html       |   5 +
 doc/pub/week37/html/week37-solarized.html    |   3 +
 doc/pub/week37/html/week37.html              |   3 +
 doc/pub/week37/ipynb/ipynb-week37-src.tar.gz | Bin 1022692 -> 1022692 bytes
 doc/pub/week37/ipynb/week37.ipynb            | 294 ++++++++++---------
 doc/src/week37/week37.do.txt                 |   1 +
 7 files changed, 163 insertions(+), 146 deletions(-)

diff --git a/doc/pub/week37/html/._week37-bs001.html b/doc/pub/week37/html/._week37-bs001.html
index a966e3abe..9b7db5f9f 100644
--- a/doc/pub/week37/html/._week37-bs001.html
+++ b/doc/pub/week37/html/._week37-bs001.html
@@ -270,6 +270,9 @@ MathJax.Hub.Config({
 
 <ul>
 <li> Thursday September 15: Summary of Ridge and Lasso with examples and statistical interpretation. Start resampling techniques and discussion of the <b>bias-variance</b> tradeoff.</li>
+<ul>
+  <li> <a href="https://youtu.be/YVQGvcsovpw" target="_self">Video of lecture</a></li>
+</ul>
 <li> Friday September 16: Resampling methods, bias-variance, overfitting, Cross-validation and Bootstrapping</li>
 </ul>
 <p>Recommended Reading:</p>
diff --git a/doc/pub/week37/html/week37-reveal.html b/doc/pub/week37/html/week37-reveal.html
index 36362d2c7..f41ab22e6 100644
--- a/doc/pub/week37/html/week37-reveal.html
+++ b/doc/pub/week37/html/week37-reveal.html
@@ -199,6 +199,11 @@ MathJax.Hub.Config({
 
 <ul>
 <p><li> Thursday September 15: Summary of Ridge and Lasso with examples and statistical interpretation. Start resampling techniques and discussion of the <b>bias-variance</b> tradeoff.</li>
+<ul>
+
+<p><li> <a href="https://youtu.be/YVQGvcsovpw" target="_blank">Video of lecture</a></li>
+</ul>
+<p>
 <p><li> Friday September 16: Resampling methods, bias-variance, overfitting, Cross-validation and Bootstrapping</li>
 </ul>
 <p>
diff --git a/doc/pub/week37/html/week37-solarized.html b/doc/pub/week37/html/week37-solarized.html
index af481406b..3cfb866c5 100644
--- a/doc/pub/week37/html/week37-solarized.html
+++ b/doc/pub/week37/html/week37-solarized.html
@@ -246,6 +246,9 @@ MathJax.Hub.Config({
 
 <ul>
 <li> Thursday September 15: Summary of Ridge and Lasso with examples and statistical interpretation. Start resampling techniques and discussion of the <b>bias-variance</b> tradeoff.</li>
+<ul>
+  <li> <a href="https://youtu.be/YVQGvcsovpw" target="_blank">Video of lecture</a></li>
+</ul>
 <li> Friday September 16: Resampling methods, bias-variance, overfitting, Cross-validation and Bootstrapping</li>
 </ul>
 <p>Recommended Reading:</p>
diff --git a/doc/pub/week37/html/week37.html b/doc/pub/week37/html/week37.html
index f123bd311..35050f8ae 100644
--- a/doc/pub/week37/html/week37.html
+++ b/doc/pub/week37/html/week37.html
@@ -323,6 +323,9 @@ MathJax.Hub.Config({
 
 <ul>
 <li> Thursday September 15: Summary of Ridge and Lasso with examples and statistical interpretation. Start resampling techniques and discussion of the <b>bias-variance</b> tradeoff.</li>
+<ul>
+  <li> <a href="https://youtu.be/YVQGvcsovpw" target="_blank">Video of lecture</a></li>
+</ul>
 <li> Friday September 16: Resampling methods, bias-variance, overfitting, Cross-validation and Bootstrapping</li>
 </ul>
 <p>Recommended Reading:</p>
diff --git a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz
index 87919823832c6b2416502c0944119c40efec2aaf..eb3140bad03d675a0b0ec67b37966a72375df2d2 100644
GIT binary patch
delta 63
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Pq?bWPnPiqFvA)j-Bl-{P

delta 63
zcmWN_IT3&`002S$3%>+r5E3ysp|}bM_=o_6&_xJrxjDt0BHI;;<JnK7luBx8q?Jzo
Q4ARRWqf9c(l33sS14Bm;hyVZp

diff --git a/doc/pub/week37/ipynb/week37.ipynb b/doc/pub/week37/ipynb/week37.ipynb
index 59a0291e5..a983c3a52 100644
--- a/doc/pub/week37/ipynb/week37.ipynb
+++ b/doc/pub/week37/ipynb/week37.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a7d5c536",
+   "id": "aa1d6219",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dbae05db",
+   "id": "5d96c643",
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@@ -29,7 +29,7 @@
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+   "id": "b2d8af1c",
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@@ -38,6 +38,8 @@
     "\n",
     "* Thursday September 15: Summary of Ridge and Lasso with examples and statistical interpretation. Start resampling techniques and discussion of the **bias-variance** tradeoff.\n",
     "\n",
+    "  * [Video of lecture](https://youtu.be/YVQGvcsovpw)\n",
+    "\n",
     "* Friday September 16: Resampling methods, bias-variance, overfitting, Cross-validation and Bootstrapping\n",
     "\n",
     "Recommended Reading:\n",
@@ -52,7 +54,7 @@
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+   "id": "91b05bea",
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@@ -62,7 +64,7 @@
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+   "id": "d12c30b9",
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@@ -85,7 +87,7 @@
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+   "id": "a95be908",
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@@ -97,7 +99,7 @@
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+   "id": "737bd5f0",
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@@ -110,7 +112,7 @@
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+   "id": "0588eb02",
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@@ -122,7 +124,7 @@
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-   "id": "562fb753",
+   "id": "4853f405",
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@@ -134,7 +136,7 @@
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@@ -146,7 +148,7 @@
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@@ -157,7 +159,7 @@
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+   "id": "87c27d11",
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@@ -169,7 +171,7 @@
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+   "id": "327188ab",
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@@ -180,7 +182,7 @@
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+   "id": "5970038a",
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@@ -192,7 +194,7 @@
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+   "id": "b340b8f7",
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@@ -202,7 +204,7 @@
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+   "id": "ad5a6f22",
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@@ -233,7 +235,7 @@
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@@ -245,7 +247,7 @@
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@@ -257,7 +259,7 @@
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@@ -267,7 +269,7 @@
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@@ -279,7 +281,7 @@
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@@ -289,7 +291,7 @@
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@@ -301,7 +303,7 @@
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@@ -311,7 +313,7 @@
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@@ -323,7 +325,7 @@
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@@ -335,7 +337,7 @@
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@@ -347,7 +349,7 @@
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@@ -357,7 +359,7 @@
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@@ -369,7 +371,7 @@
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@@ -379,7 +381,7 @@
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@@ -396,7 +398,7 @@
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@@ -415,7 +417,7 @@
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-   "id": "a89b0a40",
+   "id": "4b7141a3",
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@@ -491,7 +493,7 @@
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@@ -501,7 +503,7 @@
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@@ -531,7 +533,7 @@
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-   "id": "7ab076c6",
+   "id": "4611f47e",
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@@ -580,7 +582,7 @@
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+   "id": "a92b4cb6",
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@@ -594,7 +596,7 @@
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@@ -606,7 +608,7 @@
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@@ -616,7 +618,7 @@
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@@ -628,7 +630,7 @@
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@@ -638,7 +640,7 @@
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@@ -650,7 +652,7 @@
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@@ -660,7 +662,7 @@
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@@ -732,7 +734,7 @@
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@@ -745,7 +747,7 @@
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@@ -779,7 +781,7 @@
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@@ -789,7 +791,7 @@
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@@ -823,7 +825,7 @@
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@@ -1169,7 +1171,7 @@
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@@ -1189,7 +1191,7 @@
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@@ -1226,7 +1228,7 @@
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-   "id": "35779aca",
+   "id": "95c2cfcd",
    "metadata": {
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@@ -1239,7 +1241,7 @@
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   {
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-   "id": "bbf52fb5",
+   "id": "49d12f14",
    "metadata": {
     "editable": true
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@@ -1252,7 +1254,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a62fed9c",
+   "id": "c9557584",
    "metadata": {
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@@ -1264,7 +1266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8fa78ab6",
+   "id": "42146bd0",
    "metadata": {
     "editable": true
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@@ -1277,7 +1279,7 @@
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   {
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-   "id": "d198d513",
+   "id": "c643d6a8",
    "metadata": {
     "editable": true
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@@ -1288,7 +1290,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e92b0ef9",
+   "id": "2ff1c036",
    "metadata": {
     "editable": true
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@@ -1302,7 +1304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7cc2d45",
+   "id": "8681f8c5",
    "metadata": {
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@@ -1312,7 +1314,7 @@
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   {
    "cell_type": "markdown",
-   "id": "8550636d",
+   "id": "2ccbac31",
    "metadata": {
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@@ -1326,7 +1328,7 @@
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   {
    "cell_type": "markdown",
-   "id": "c5111414",
+   "id": "0ab2b859",
    "metadata": {
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@@ -1339,7 +1341,7 @@
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   {
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-   "id": "d54b09b8",
+   "id": "d80f1727",
    "metadata": {
     "editable": true
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@@ -1352,7 +1354,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd73e014",
+   "id": "ad8d9495",
    "metadata": {
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@@ -1362,7 +1364,7 @@
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   {
    "cell_type": "markdown",
-   "id": "62ffc5dc",
+   "id": "a89388c3",
    "metadata": {
     "editable": true
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@@ -1375,7 +1377,7 @@
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   {
    "cell_type": "markdown",
-   "id": "c1d795de",
+   "id": "067cc1d4",
    "metadata": {
     "editable": true
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@@ -1385,7 +1387,7 @@
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   {
    "cell_type": "markdown",
-   "id": "7fcf3019",
+   "id": "191c7704",
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@@ -1398,7 +1400,7 @@
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   {
    "cell_type": "markdown",
-   "id": "0552d7bc",
+   "id": "599626a6",
    "metadata": {
     "editable": true
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@@ -1410,7 +1412,7 @@
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   {
    "cell_type": "markdown",
-   "id": "eb7a91c5",
+   "id": "982a41f8",
    "metadata": {
     "editable": true
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@@ -1429,7 +1431,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ab440229",
+   "id": "2029dfc4",
    "metadata": {
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@@ -1442,7 +1444,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee6827e6",
+   "id": "0d360de2",
    "metadata": {
     "editable": true
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@@ -1454,7 +1456,7 @@
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   {
    "cell_type": "markdown",
-   "id": "61f634e3",
+   "id": "9f128e08",
    "metadata": {
     "editable": true
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@@ -1467,7 +1469,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "577e2d4a",
+   "id": "0d0c3712",
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@@ -1487,7 +1489,7 @@
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   {
    "cell_type": "markdown",
-   "id": "7325e61e",
+   "id": "e9ae180b",
    "metadata": {
     "editable": true
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@@ -1510,7 +1512,7 @@
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   {
    "cell_type": "markdown",
-   "id": "cebf0788",
+   "id": "9749e7b1",
    "metadata": {
     "editable": true
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@@ -1525,7 +1527,7 @@
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   {
    "cell_type": "markdown",
-   "id": "00e3df1a",
+   "id": "39cf550d",
    "metadata": {
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@@ -1537,7 +1539,7 @@
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   {
    "cell_type": "markdown",
-   "id": "3cf522f9",
+   "id": "a000c224",
    "metadata": {
     "editable": true
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@@ -1557,7 +1559,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a62e5f8",
+   "id": "cf3eabf8",
    "metadata": {
     "editable": true
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@@ -1577,7 +1579,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "40fbcc46",
+   "id": "dd3c9c0b",
    "metadata": {
     "editable": true
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@@ -1601,7 +1603,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "465f33e4",
+   "id": "59136270",
    "metadata": {
     "editable": true
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@@ -1622,7 +1624,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0ea5679",
+   "id": "af6381a5",
    "metadata": {
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@@ -1652,7 +1654,7 @@
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   {
    "cell_type": "markdown",
-   "id": "8ec0902e",
+   "id": "dd9ebbdd",
    "metadata": {
     "editable": true
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@@ -1676,7 +1678,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "c2d74c1e",
+   "id": "ac82543c",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1713,7 +1715,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74369b44",
+   "id": "e888d377",
    "metadata": {
     "editable": true
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@@ -1723,7 +1725,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d205b0c2",
+   "id": "ce043520",
    "metadata": {
     "editable": true
    },
@@ -1734,7 +1736,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "100fc3de",
+   "id": "422bdff8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1754,7 +1756,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b253044c",
+   "id": "7632debf",
    "metadata": {
     "editable": true
    },
@@ -1772,7 +1774,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "64c00831",
+   "id": "c8dcc1f6",
    "metadata": {
     "editable": true
    },
@@ -1784,7 +1786,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "beeb5ea8",
+   "id": "7cb0b65d",
    "metadata": {
     "editable": true
    },
@@ -1801,7 +1803,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38c7666b",
+   "id": "7fd5ac47",
    "metadata": {
     "editable": true
    },
@@ -1813,7 +1815,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61d5e884",
+   "id": "421779b1",
    "metadata": {
     "editable": true
    },
@@ -1823,7 +1825,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eef1bc58",
+   "id": "361e64cc",
    "metadata": {
     "editable": true
    },
@@ -1835,7 +1837,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8df9ad22",
+   "id": "3d5279ca",
    "metadata": {
     "editable": true
    },
@@ -1852,7 +1854,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1209aca",
+   "id": "20b69951",
    "metadata": {
     "editable": true
    },
@@ -1864,7 +1866,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "60d581e0",
+   "id": "80050251",
    "metadata": {
     "editable": true
    },
@@ -1874,7 +1876,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae89f86c",
+   "id": "b4754997",
    "metadata": {
     "editable": true
    },
@@ -1886,7 +1888,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6d0c413",
+   "id": "b54fba38",
    "metadata": {
     "editable": true
    },
@@ -1896,7 +1898,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4d2f170",
+   "id": "ab83834b",
    "metadata": {
     "editable": true
    },
@@ -1908,7 +1910,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "166ba820",
+   "id": "a8e9092a",
    "metadata": {
     "editable": true
    },
@@ -1918,7 +1920,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95fa4c33",
+   "id": "e255eaa2",
    "metadata": {
     "editable": true
    },
@@ -1934,7 +1936,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b61652b",
+   "id": "8e2eef3d",
    "metadata": {
     "editable": true
    },
@@ -1945,7 +1947,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "d20a0717",
+   "id": "42218092",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2010,7 +2012,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc44872d",
+   "id": "8c0d18a3",
    "metadata": {
     "editable": true
    },
@@ -2021,7 +2023,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "272840a7",
+   "id": "f2bf26b1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2078,7 +2080,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ab78c9db",
+   "id": "6cf53d46",
    "metadata": {
     "editable": true
    },
@@ -2116,7 +2118,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "051948dc",
+   "id": "ff2223bc",
    "metadata": {
     "editable": true
    },
@@ -2127,7 +2129,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "bbc4645b",
+   "id": "d9183705",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2209,7 +2211,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a3cbbbdf",
+   "id": "b96fc947",
    "metadata": {
     "editable": true
    },
@@ -2234,7 +2236,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d2bee06",
+   "id": "2f100afd",
    "metadata": {
     "editable": true
    },
@@ -2250,7 +2252,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0989a27c",
+   "id": "5841b0f3",
    "metadata": {
     "editable": true
    },
@@ -2266,7 +2268,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5742c19e",
+   "id": "cd0db18d",
    "metadata": {
     "editable": true
    },
@@ -2280,7 +2282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9f7ee5f",
+   "id": "060dccde",
    "metadata": {
     "editable": true
    },
@@ -2294,7 +2296,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f579900",
+   "id": "58ca801f",
    "metadata": {
     "editable": true
    },
@@ -2322,7 +2324,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a63d0cd5",
+   "id": "d3803b23",
    "metadata": {
     "editable": true
    },
@@ -2335,7 +2337,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "9abd645b",
+   "id": "c564999e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2435,7 +2437,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bdb9275",
+   "id": "a24d3935",
    "metadata": {
     "editable": true
    },
@@ -2446,7 +2448,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "00fdc87e",
+   "id": "a832e0a6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2535,7 +2537,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b067da97",
+   "id": "d60df210",
    "metadata": {
     "editable": true
    },
@@ -2545,7 +2547,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "feb9f426",
+   "id": "4715bd30",
    "metadata": {
     "editable": true
    },
@@ -2558,7 +2560,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "f45744d8",
+   "id": "ebc62d3a",
    "metadata": {
     "collapsed": false,
     "editable": true
diff --git a/doc/src/week37/week37.do.txt b/doc/src/week37/week37.do.txt
index 4a0726303..23c764d83 100644
--- a/doc/src/week37/week37.do.txt
+++ b/doc/src/week37/week37.do.txt
@@ -6,6 +6,7 @@ DATE: today
 =====  Plans for week 37 =====
 
 * Thursday September 15: Summary of Ridge and Lasso with examples and statistical interpretation. Start resampling techniques and discussion of the _bias-variance_ tradeoff.
+  * "Video of lecture":"https://youtu.be/YVQGvcsovpw"
 * Friday September 16: Resampling methods, bias-variance, overfitting, Cross-validation and Bootstrapping
 
 Recommended Reading: