From 613493eb6e579f46e8ed1195d115a97148b1f54c Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Fri, 19 Nov 2021 17:55:33 +0100
Subject: [PATCH] added video

---
 doc/pub/week46/html/._week46-bs001.html      |   3 +
 doc/pub/week46/html/week46-reveal.html       |   5 +
 doc/pub/week46/html/week46-solarized.html    |   3 +
 doc/pub/week46/html/week46.html              |   3 +
 doc/pub/week46/ipynb/ipynb-week46-src.tar.gz | Bin 192 -> 191 bytes
 doc/pub/week46/ipynb/week46.ipynb            | 346 ++++++++++---------
 doc/src/week46/week46.do.txt                 |   1 +
 7 files changed, 189 insertions(+), 172 deletions(-)

diff --git a/doc/pub/week46/html/._week46-bs001.html b/doc/pub/week46/html/._week46-bs001.html
index 407a58412..fa5619df1 100644
--- a/doc/pub/week46/html/._week46-bs001.html
+++ b/doc/pub/week46/html/._week46-bs001.html
@@ -179,6 +179,9 @@ MathJax.Hub.Config({
 <ul>
 <li> <b>Thursday</b>: Summary of Gradient Boosting. Start support Vector Machines</li>
 <li> <b>Friday</b>: Eventual Workshop on project 3. Discussion of project 3.</li>
+<ul>
+  <li> <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember19.mp4?vrtx=view-as-webpage" target="_self">Video of Lecture</a></li>
+</ul>
 </ul>
 <b>Note that on Thursday we will have only one lecture, from 1215pm to 1pm. There is no session 115pm-2pm.</b>
 
diff --git a/doc/pub/week46/html/week46-reveal.html b/doc/pub/week46/html/week46-reveal.html
index 3695bd090..68f5b19f4 100644
--- a/doc/pub/week46/html/week46-reveal.html
+++ b/doc/pub/week46/html/week46-reveal.html
@@ -200,6 +200,11 @@ MathJax.Hub.Config({
 <ul>
 <p><li> <b>Thursday</b>: Summary of Gradient Boosting. Start support Vector Machines</li>
 <p><li> <b>Friday</b>: Eventual Workshop on project 3. Discussion of project 3.</li>
+<ul>
+
+<p><li> <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember19.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a></li>
+</ul>
+<p>
 </ul>
 <p>
 <b>Note that on Thursday we will have only one lecture, from 1215pm to 1pm. There is no session 115pm-2pm.</b>
diff --git a/doc/pub/week46/html/week46-solarized.html b/doc/pub/week46/html/week46-solarized.html
index 7b776c524..7ca3e1578 100644
--- a/doc/pub/week46/html/week46-solarized.html
+++ b/doc/pub/week46/html/week46-solarized.html
@@ -173,6 +173,9 @@ MathJax.Hub.Config({
 <ul>
 <li> <b>Thursday</b>: Summary of Gradient Boosting. Start support Vector Machines</li>
 <li> <b>Friday</b>: Eventual Workshop on project 3. Discussion of project 3.</li>
+<ul>
+  <li> <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember19.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a></li>
+</ul>
 </ul>
 <b>Note that on Thursday we will have only one lecture, from 1215pm to 1pm. There is no session 115pm-2pm.</b>
 
diff --git a/doc/pub/week46/html/week46.html b/doc/pub/week46/html/week46.html
index 882b10c22..976e59b3b 100644
--- a/doc/pub/week46/html/week46.html
+++ b/doc/pub/week46/html/week46.html
@@ -250,6 +250,9 @@ MathJax.Hub.Config({
 <ul>
 <li> <b>Thursday</b>: Summary of Gradient Boosting. Start support Vector Machines</li>
 <li> <b>Friday</b>: Eventual Workshop on project 3. Discussion of project 3.</li>
+<ul>
+  <li> <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember19.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a></li>
+</ul>
 </ul>
 <b>Note that on Thursday we will have only one lecture, from 1215pm to 1pm. There is no session 115pm-2pm.</b>
 
diff --git a/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz b/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz
index 876ea798a2ca57e71e450a3e35e5bd13faa6c5cf..9cc96984cbdfe5f2708b6e48b5b3d75db78af9f0 100644
GIT binary patch
literal 191
zcmV;w06_mAiwFSm)|X)b1MSaC3c@fD2H>uHia9|^%%f|;E?fvAULd8ZjkQTlQna_X
z573q3rihSl^E1pa%p9`yW|t-Y?xV#ZggB)zX3E)=Xf@Xpj2U2xDN7k490S6H5gGwn
z?xdH_d0~fBn(8dIlltA<Fjkfy_RO!qGylY~QVzEJ-d9G0HeTk&)NqrsraVz?uX8Aj
tbYlywymrb;5V{9Z6v`{3#U*a7Ia$%TB>wd?K@bGN*B*@i5Rd=}007S>S@Hk?

literal 192
zcmV;x06+g9iwFRfE|*~d1MSaC3c@fD2H>uHia9|^(j;9Ax^N+gc!89rHr6IJNzvZk
zK0sHBn<7HK&Cf8yFmu?f*1JvO?><@#LWoleV`iL9iO5_}FlK-$ri_z}5C#aREKMUo
z%boPnIWO#RN>iPsc2d8a8^+4=!=CvSc;=rtR?5M4-}}mF(8kN$m>O<U)|4lz?R5@?
uk#1~(mDf&L2}1WEib8p1w7A5rH76??m&Ct*CJ2Hc_}T;2tpVQv2mk=nomo-<

diff --git a/doc/pub/week46/ipynb/week46.ipynb b/doc/pub/week46/ipynb/week46.ipynb
index 94003612b..95ea41779 100644
--- a/doc/pub/week46/ipynb/week46.ipynb
+++ b/doc/pub/week46/ipynb/week46.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "13f9bcd5",
+   "id": "3101f2f3",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3fa95a5c",
+   "id": "d640dcef",
    "metadata": {
     "editable": true
    },
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "345bc5c1",
+   "id": "1034c8ea",
    "metadata": {
     "editable": true
    },
@@ -40,6 +40,8 @@
     "\n",
     "* **Friday**: Eventual Workshop on project 3. Discussion of project 3.\n",
     "\n",
+    "  * [Video of Lecture](https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember19.mp4?vrtx=view-as-webpage)\n",
+    "\n",
     "**Note that on Thursday we will have only one lecture, from 1215pm to 1pm. There is no session 115pm-2pm.**\n",
     "\n",
     "**Reading.**\n",
@@ -62,7 +64,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71f84879",
+   "id": "503b835a",
    "metadata": {
     "editable": true
    },
@@ -95,7 +97,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c75fd15",
+   "id": "75d1edb9",
    "metadata": {
     "editable": true
    },
@@ -115,7 +117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf7cdb6a",
+   "id": "e55be386",
    "metadata": {
     "editable": true
    },
@@ -149,7 +151,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1943f72a",
+   "id": "a0b3f2e2",
    "metadata": {
     "editable": true
    },
@@ -171,7 +173,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "83d4cdce",
+   "id": "0e45dd9e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -250,7 +252,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "205ebb42",
+   "id": "66514e13",
    "metadata": {
     "editable": true
    },
@@ -270,7 +272,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3be5f34a",
+   "id": "08ec21f0",
    "metadata": {
     "editable": true
    },
@@ -282,7 +284,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4aebfc88",
+   "id": "c63544d1",
    "metadata": {
     "editable": true
    },
@@ -295,7 +297,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36f2ff79",
+   "id": "893c3fde",
    "metadata": {
     "editable": true
    },
@@ -307,7 +309,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "060dab1d",
+   "id": "572a9401",
    "metadata": {
     "editable": true
    },
@@ -320,7 +322,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b74013db",
+   "id": "251ad4a6",
    "metadata": {
     "editable": true
    },
@@ -332,7 +334,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6253cdd",
+   "id": "8f3e1180",
    "metadata": {
     "editable": true
    },
@@ -344,7 +346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8581335",
+   "id": "5612f6cb",
    "metadata": {
     "editable": true
    },
@@ -356,7 +358,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5e586837",
+   "id": "4d2ca017",
    "metadata": {
     "editable": true
    },
@@ -366,7 +368,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f27f278",
+   "id": "f2d8c2f6",
    "metadata": {
     "editable": true
    },
@@ -378,7 +380,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e944818c",
+   "id": "b15623f3",
    "metadata": {
     "editable": true
    },
@@ -389,7 +391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ee24f4d",
+   "id": "70d01219",
    "metadata": {
     "editable": true
    },
@@ -401,7 +403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "84f6565e",
+   "id": "cdbc038e",
    "metadata": {
     "editable": true
    },
@@ -414,7 +416,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f72a720e",
+   "id": "dbf23762",
    "metadata": {
     "editable": true
    },
@@ -426,7 +428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2342a941",
+   "id": "36e40d1f",
    "metadata": {
     "editable": true
    },
@@ -436,7 +438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73a191c0",
+   "id": "db2e2604",
    "metadata": {
     "editable": true
    },
@@ -465,7 +467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e1ec665d",
+   "id": "ab38018d",
    "metadata": {
     "editable": true
    },
@@ -477,7 +479,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5bdb238",
+   "id": "216fceac",
    "metadata": {
     "editable": true
    },
@@ -489,7 +491,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cf212aa",
+   "id": "2ffc1d3b",
    "metadata": {
     "editable": true
    },
@@ -503,7 +505,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7387c7c",
+   "id": "bcde4a0b",
    "metadata": {
     "editable": true
    },
@@ -515,7 +517,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24b61bc7",
+   "id": "24ac5e97",
    "metadata": {
     "editable": true
    },
@@ -529,7 +531,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f5fb699d",
+   "id": "678de28a",
    "metadata": {
     "editable": true
    },
@@ -541,7 +543,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ab21a4c",
+   "id": "06fa8778",
    "metadata": {
     "editable": true
    },
@@ -551,7 +553,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "32be54e5",
+   "id": "78e238d4",
    "metadata": {
     "editable": true
    },
@@ -563,7 +565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d747113d",
+   "id": "a0b1b7d2",
    "metadata": {
     "editable": true
    },
@@ -573,7 +575,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8cb14f4",
+   "id": "41d4538e",
    "metadata": {
     "editable": true
    },
@@ -585,7 +587,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "008129e2",
+   "id": "41ff5a41",
    "metadata": {
     "editable": true
    },
@@ -597,7 +599,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "223432cc",
+   "id": "97d6df9a",
    "metadata": {
     "editable": true
    },
@@ -609,7 +611,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0348ee48",
+   "id": "0321d2f1",
    "metadata": {
     "editable": true
    },
@@ -619,7 +621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42884b2c",
+   "id": "a2b0a254",
    "metadata": {
     "editable": true
    },
@@ -631,7 +633,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3a92edf0",
+   "id": "0a326392",
    "metadata": {
     "editable": true
    },
@@ -641,7 +643,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af1d5884",
+   "id": "7f32042e",
    "metadata": {
     "editable": true
    },
@@ -655,7 +657,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35725780",
+   "id": "72a2053d",
    "metadata": {
     "editable": true
    },
@@ -674,7 +676,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7ceda2f",
+   "id": "b4fc4e45",
    "metadata": {
     "editable": true
    },
@@ -690,7 +692,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a09b1be",
+   "id": "9f167a78",
    "metadata": {
     "editable": true
    },
@@ -702,7 +704,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d10e93a5",
+   "id": "d5fc52dc",
    "metadata": {
     "editable": true
    },
@@ -714,7 +716,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c4a9795",
+   "id": "cf1a9cb5",
    "metadata": {
     "editable": true
    },
@@ -726,7 +728,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ed8fac0",
+   "id": "505a07bc",
    "metadata": {
     "editable": true
    },
@@ -736,7 +738,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e89de1c",
+   "id": "2018c4aa",
    "metadata": {
     "editable": true
    },
@@ -748,7 +750,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1fc15863",
+   "id": "2805b02f",
    "metadata": {
     "editable": true
    },
@@ -759,7 +761,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0186cdd3",
+   "id": "62bb2312",
    "metadata": {
     "editable": true
    },
@@ -771,7 +773,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc01d26d",
+   "id": "d832a5c1",
    "metadata": {
     "editable": true
    },
@@ -784,7 +786,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "edb8b358",
+   "id": "41dc98c1",
    "metadata": {
     "editable": true
    },
@@ -797,7 +799,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86702d92",
+   "id": "75f7e1f6",
    "metadata": {
     "editable": true
    },
@@ -809,7 +811,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "48188964",
+   "id": "50f21729",
    "metadata": {
     "editable": true
    },
@@ -819,7 +821,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "297a61c3",
+   "id": "8a20c68c",
    "metadata": {
     "editable": true
    },
@@ -831,7 +833,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a48ec867",
+   "id": "0f960db1",
    "metadata": {
     "editable": true
    },
@@ -841,7 +843,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f60d8f8b",
+   "id": "3d489c4b",
    "metadata": {
     "editable": true
    },
@@ -853,7 +855,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75106c2c",
+   "id": "813fc17a",
    "metadata": {
     "editable": true
    },
@@ -870,7 +872,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ea13c047",
+   "id": "77e3e26d",
    "metadata": {
     "editable": true
    },
@@ -882,7 +884,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e580285",
+   "id": "bc0ab52c",
    "metadata": {
     "editable": true
    },
@@ -892,7 +894,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "65649274",
+   "id": "0ccd935a",
    "metadata": {
     "editable": true
    },
@@ -904,7 +906,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c0ec63a2",
+   "id": "ca837d0d",
    "metadata": {
     "editable": true
    },
@@ -914,7 +916,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6589703",
+   "id": "bbe6263d",
    "metadata": {
     "editable": true
    },
@@ -926,7 +928,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "845184cd",
+   "id": "093a27f3",
    "metadata": {
     "editable": true
    },
@@ -939,7 +941,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a597b8d",
+   "id": "cf96eb8b",
    "metadata": {
     "editable": true
    },
@@ -951,7 +953,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e33e84ac",
+   "id": "62c8e040",
    "metadata": {
     "editable": true
    },
@@ -963,7 +965,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "34052f00",
+   "id": "081d6e2e",
    "metadata": {
     "editable": true
    },
@@ -973,7 +975,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf8bcbab",
+   "id": "625ad73f",
    "metadata": {
     "editable": true
    },
@@ -987,7 +989,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9addca47",
+   "id": "91195510",
    "metadata": {
     "editable": true
    },
@@ -997,7 +999,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9456b2fc",
+   "id": "c4d6400f",
    "metadata": {
     "editable": true
    },
@@ -1009,7 +1011,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e15a5fcf",
+   "id": "ad50ec3b",
    "metadata": {
     "editable": true
    },
@@ -1019,7 +1021,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1087555b",
+   "id": "1bd73598",
    "metadata": {
     "editable": true
    },
@@ -1031,7 +1033,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7197a6d3",
+   "id": "cfcf1b82",
    "metadata": {
     "editable": true
    },
@@ -1041,7 +1043,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55aaa3c9",
+   "id": "e0cdb550",
    "metadata": {
     "editable": true
    },
@@ -1053,7 +1055,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2ad4d7a",
+   "id": "99e596bc",
    "metadata": {
     "editable": true
    },
@@ -1067,7 +1069,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a32542c0",
+   "id": "dba5a149",
    "metadata": {
     "editable": true
    },
@@ -1079,7 +1081,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f41cbd14",
+   "id": "f3d4341f",
    "metadata": {
     "editable": true
    },
@@ -1090,7 +1092,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28274e6c",
+   "id": "984ccef1",
    "metadata": {
     "editable": true
    },
@@ -1102,7 +1104,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da309e87",
+   "id": "6a2622f3",
    "metadata": {
     "editable": true
    },
@@ -1114,7 +1116,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1dbc81e",
+   "id": "3a44ca43",
    "metadata": {
     "editable": true
    },
@@ -1126,7 +1128,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61bded73",
+   "id": "73a66f3d",
    "metadata": {
     "editable": true
    },
@@ -1136,7 +1138,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b1c1aac",
+   "id": "7140dcaa",
    "metadata": {
     "editable": true
    },
@@ -1148,7 +1150,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8280e356",
+   "id": "742384d7",
    "metadata": {
     "editable": true
    },
@@ -1158,7 +1160,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31d2d6bc",
+   "id": "3d7e85ed",
    "metadata": {
     "editable": true
    },
@@ -1170,7 +1172,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "59178069",
+   "id": "202e4784",
    "metadata": {
     "editable": true
    },
@@ -1181,7 +1183,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75be59a0",
+   "id": "86b35504",
    "metadata": {
     "editable": true
    },
@@ -1193,7 +1195,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b12a01a4",
+   "id": "d140a306",
    "metadata": {
     "editable": true
    },
@@ -1207,7 +1209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3c1f1934",
+   "id": "38bec8bd",
    "metadata": {
     "editable": true
    },
@@ -1219,7 +1221,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a432a8ff",
+   "id": "32a30230",
    "metadata": {
     "editable": true
    },
@@ -1231,7 +1233,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f1a8458",
+   "id": "010b78bf",
    "metadata": {
     "editable": true
    },
@@ -1241,7 +1243,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99289f07",
+   "id": "b06f76fe",
    "metadata": {
     "editable": true
    },
@@ -1258,7 +1260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "373c5c5a",
+   "id": "a23296f7",
    "metadata": {
     "editable": true
    },
@@ -1269,7 +1271,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc20d268",
+   "id": "fc7a422d",
    "metadata": {
     "editable": true
    },
@@ -1282,7 +1284,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f1e2f0b3",
+   "id": "fc775d3a",
    "metadata": {
     "editable": true
    },
@@ -1294,7 +1296,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d310df8b",
+   "id": "db9a31e6",
    "metadata": {
     "editable": true
    },
@@ -1304,7 +1306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0a4b241",
+   "id": "c8883da3",
    "metadata": {
     "editable": true
    },
@@ -1316,7 +1318,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee709dac",
+   "id": "faaf7cab",
    "metadata": {
     "editable": true
    },
@@ -1326,7 +1328,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f212b3cd",
+   "id": "306243ed",
    "metadata": {
     "editable": true
    },
@@ -1338,7 +1340,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4e97f0dc",
+   "id": "39e90339",
    "metadata": {
     "editable": true
    },
@@ -1348,7 +1350,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0653e39b",
+   "id": "9fe3eeae",
    "metadata": {
     "editable": true
    },
@@ -1360,7 +1362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "afbce185",
+   "id": "ca65fe09",
    "metadata": {
     "editable": true
    },
@@ -1370,7 +1372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9faf0e0b",
+   "id": "a59e8e42",
    "metadata": {
     "editable": true
    },
@@ -1382,7 +1384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b7b4c30b",
+   "id": "eb301f23",
    "metadata": {
     "editable": true
    },
@@ -1392,7 +1394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "847af3c3",
+   "id": "e5cad79f",
    "metadata": {
     "editable": true
    },
@@ -1412,7 +1414,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7db7371",
+   "id": "09a14147",
    "metadata": {
     "editable": true
    },
@@ -1424,7 +1426,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce1a8c26",
+   "id": "22076e4f",
    "metadata": {
     "editable": true
    },
@@ -1434,7 +1436,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a91103a7",
+   "id": "88f987f8",
    "metadata": {
     "editable": true
    },
@@ -1446,7 +1448,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "081f124a",
+   "id": "9f7a0d89",
    "metadata": {
     "editable": true
    },
@@ -1462,7 +1464,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0327d8d",
+   "id": "0d472868",
    "metadata": {
     "editable": true
    },
@@ -1474,7 +1476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7288569d",
+   "id": "888787ae",
    "metadata": {
     "editable": true
    },
@@ -1486,7 +1488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74a89e82",
+   "id": "42acf7e4",
    "metadata": {
     "editable": true
    },
@@ -1496,7 +1498,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "49dd718b",
+   "id": "f343e84c",
    "metadata": {
     "editable": true
    },
@@ -1508,7 +1510,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4c373a2",
+   "id": "fe9d0043",
    "metadata": {
     "editable": true
    },
@@ -1520,7 +1522,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0b868e5a",
+   "id": "ccda12a2",
    "metadata": {
     "editable": true
    },
@@ -1532,7 +1534,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e45bcec6",
+   "id": "d3800acb",
    "metadata": {
     "editable": true
    },
@@ -1542,7 +1544,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bcfbca6",
+   "id": "9b3a20d0",
    "metadata": {
     "editable": true
    },
@@ -1554,7 +1556,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c3c9bf9",
+   "id": "9546aff0",
    "metadata": {
     "editable": true
    },
@@ -1564,7 +1566,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4da04580",
+   "id": "00e885b9",
    "metadata": {
     "editable": true
    },
@@ -1576,7 +1578,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c03eaced",
+   "id": "391a3a85",
    "metadata": {
     "editable": true
    },
@@ -1586,7 +1588,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e097244",
+   "id": "94b5252c",
    "metadata": {
     "editable": true
    },
@@ -1598,7 +1600,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42569a85",
+   "id": "ad7e0e17",
    "metadata": {
     "editable": true
    },
@@ -1609,7 +1611,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e73e8f1",
+   "id": "ae24d04b",
    "metadata": {
     "editable": true
    },
@@ -1621,7 +1623,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f1844969",
+   "id": "12d9adb9",
    "metadata": {
     "editable": true
    },
@@ -1633,7 +1635,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "56ba56d9",
+   "id": "9cb16dcf",
    "metadata": {
     "editable": true
    },
@@ -1643,7 +1645,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0e56ea1",
+   "id": "64e64d91",
    "metadata": {
     "editable": true
    },
@@ -1655,7 +1657,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ad6ca581",
+   "id": "e5f990ff",
    "metadata": {
     "editable": true
    },
@@ -1681,7 +1683,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "2cc8c6c0",
+   "id": "d205c7d7",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1738,7 +1740,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb6d149d",
+   "id": "da93cd77",
    "metadata": {
     "editable": true
    },
@@ -1750,7 +1752,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e624995e",
+   "id": "845111f4",
    "metadata": {
     "editable": true
    },
@@ -1762,7 +1764,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c1324dc",
+   "id": "983f6ce7",
    "metadata": {
     "editable": true
    },
@@ -1772,7 +1774,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fec1613d",
+   "id": "e2176edc",
    "metadata": {
     "editable": true
    },
@@ -1784,7 +1786,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9cf1ded0",
+   "id": "ff8c0c8f",
    "metadata": {
     "editable": true
    },
@@ -1794,7 +1796,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "059ebecc",
+   "id": "ecc6a0b5",
    "metadata": {
     "editable": true
    },
@@ -1806,7 +1808,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "be17f841",
+   "id": "52eee0a9",
    "metadata": {
     "editable": true
    },
@@ -1817,7 +1819,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ffca605c",
+   "id": "84b250c6",
    "metadata": {
     "editable": true
    },
@@ -1829,7 +1831,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b043327",
+   "id": "e7000520",
    "metadata": {
     "editable": true
    },
@@ -1839,7 +1841,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73043f44",
+   "id": "e86d9d0a",
    "metadata": {
     "editable": true
    },
@@ -1851,7 +1853,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43cc6863",
+   "id": "ef5f7ff5",
    "metadata": {
     "editable": true
    },
@@ -1869,7 +1871,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1c4a8f8",
+   "id": "d6d7a63c",
    "metadata": {
     "editable": true
    },
@@ -1880,7 +1882,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "51947610",
+   "id": "ed9b1bcf",
    "metadata": {
     "editable": true
    },
@@ -1892,7 +1894,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e318590b",
+   "id": "f173d305",
    "metadata": {
     "editable": true
    },
@@ -1902,7 +1904,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "511a39bb",
+   "id": "680cc489",
    "metadata": {
     "editable": true
    },
@@ -1919,7 +1921,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47f06b05",
+   "id": "1698321d",
    "metadata": {
     "editable": true
    },
@@ -1933,7 +1935,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2fdcdf4",
+   "id": "3902767a",
    "metadata": {
     "editable": true
    },
@@ -1948,7 +1950,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c80f22b",
+   "id": "dc4f051e",
    "metadata": {
     "editable": true
    },
@@ -1960,7 +1962,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c66ac8e2",
+   "id": "96372c3c",
    "metadata": {
     "editable": true
    },
@@ -1988,7 +1990,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4cfae5ad",
+   "id": "162d9372",
    "metadata": {
     "editable": true
    },
@@ -2000,7 +2002,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "094aaed9",
+   "id": "fb45bd10",
    "metadata": {
     "editable": true
    },
@@ -2015,7 +2017,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77ef15ed",
+   "id": "ddd67180",
    "metadata": {
     "editable": true
    },
@@ -2026,7 +2028,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "f5c9fb0e",
+   "id": "eed4b6af",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2225,7 +2227,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "acc64d88",
+   "id": "f92b2f3b",
    "metadata": {
     "editable": true
    },
@@ -2237,7 +2239,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "acb19ed6",
+   "id": "b0d02a88",
    "metadata": {
     "editable": true
    },
@@ -2252,7 +2254,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "945f846d",
+   "id": "0c22f0de",
    "metadata": {
     "editable": true
    },
@@ -2269,7 +2271,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27789cd5",
+   "id": "f5088ae6",
    "metadata": {
     "editable": true
    },
@@ -2290,7 +2292,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "e9b22d9a",
+   "id": "6392d551",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2303,7 +2305,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4cb23f62",
+   "id": "0728bf6a",
    "metadata": {
     "editable": true
    },
@@ -2313,7 +2315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "269843e6",
+   "id": "77fb2a67",
    "metadata": {
     "editable": true
    },
@@ -2325,7 +2327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "63ee58c5",
+   "id": "8691465c",
    "metadata": {
     "editable": true
    },
@@ -2340,7 +2342,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa93effe",
+   "id": "53549537",
    "metadata": {
     "editable": true
    },
@@ -2350,7 +2352,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "64725cf8",
+   "id": "7bad15f8",
    "metadata": {
     "editable": true
    },
@@ -2369,7 +2371,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ef327533",
+   "id": "3bcb9d52",
    "metadata": {
     "editable": true
    },
@@ -2379,7 +2381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f223bee4",
+   "id": "d1129804",
    "metadata": {
     "editable": true
    },
@@ -2391,7 +2393,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8dc6398",
+   "id": "b44f6c80",
    "metadata": {
     "editable": true
    },
@@ -2401,7 +2403,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e31e0f99",
+   "id": "e0899857",
    "metadata": {
     "editable": true
    },
@@ -2413,7 +2415,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e27c9bd2",
+   "id": "b17f4832",
    "metadata": {
     "editable": true
    },
@@ -2423,7 +2425,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9cb7928",
+   "id": "50741494",
    "metadata": {
     "editable": true
    },
@@ -2435,7 +2437,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31d85555",
+   "id": "61ceb8c2",
    "metadata": {
     "editable": true
    },
@@ -2446,7 +2448,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bcef3a55",
+   "id": "6c4235bc",
    "metadata": {
     "editable": true
    },
@@ -2458,7 +2460,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71febd76",
+   "id": "757dd70a",
    "metadata": {
     "editable": true
    },
@@ -2470,7 +2472,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "dba86cd5",
+   "id": "58c74372",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2494,7 +2496,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96f118d8",
+   "id": "77fdacd0",
    "metadata": {
     "editable": true
    },
@@ -2506,7 +2508,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f56e0aa6",
+   "id": "afb01175",
    "metadata": {
     "editable": true
    },
@@ -2523,7 +2525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98a46e5d",
+   "id": "aa84a696",
    "metadata": {
     "editable": true
    },
diff --git a/doc/src/week46/week46.do.txt b/doc/src/week46/week46.do.txt
index 790c7c9d1..53fc1ef4e 100644
--- a/doc/src/week46/week46.do.txt
+++ b/doc/src/week46/week46.do.txt
@@ -7,6 +7,7 @@ DATE: today
 
 * _Thursday_: Summary of Gradient Boosting. Start support Vector Machines
 * _Friday_: Eventual Workshop on project 3. Discussion of project 3.
+  * "Video of Lecture":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureNovember19.mp4?vrtx=view-as-webpage"
 
 _Note that on Thursday we will have only one lecture, from 1215pm to 1pm. There is no session 115pm-2pm._