From 5213c3f51d440985104d45680e5e133804a9617b Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Thu, 6 Oct 2022 15:00:45 +0200
Subject: [PATCH] added video

---
 doc/pub/week40/html/._week40-bs000.html      |   2 +-
 doc/pub/week40/html/._week40-bs001.html      |   5 +-
 doc/pub/week40/html/week40-bs.html           |   2 +-
 doc/pub/week40/html/week40-reveal.html       |   9 +-
 doc/pub/week40/html/week40-solarized.html    |   7 +-
 doc/pub/week40/html/week40.html              |   7 +-
 doc/pub/week40/ipynb/ipynb-week40-src.tar.gz | Bin 34326 -> 34326 bytes
 doc/pub/week40/ipynb/week40.ipynb            | 400 ++++++++++---------
 doc/src/week40/week40.do.txt                 |   3 +-
 9 files changed, 226 insertions(+), 209 deletions(-)

diff --git a/doc/pub/week40/html/._week40-bs000.html b/doc/pub/week40/html/._week40-bs000.html
index 5261ff5a1..b1df3ff24 100644
--- a/doc/pub/week40/html/._week40-bs000.html
+++ b/doc/pub/week40/html/._week40-bs000.html
@@ -327,7 +327,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Oct 3, 2022</h4>
+<h4>Oct 6, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week40/html/._week40-bs001.html b/doc/pub/week40/html/._week40-bs001.html
index c56f095a5..02ea9e328 100644
--- a/doc/pub/week40/html/._week40-bs001.html
+++ b/doc/pub/week40/html/._week40-bs001.html
@@ -312,7 +312,10 @@ MathJax.Hub.Config({
 <h2 id="plan-for-week-40" class="anchor">Plan for week 40 </h2>
 
 <ul>
-<li> Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.</li> 
+<li> Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.</li>
+<ul>
+  <li> <a href="https://youtu.be/sCHiGSoG2lE" target="_self">Video of lecture</a></li>
+</ul>
 <li> Friday: Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model. Presentation of project 2.</li>
 </ul>
 <p>Reading suggestions for both days: <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/TensorflowML.pdf" target="_self">Aurelien Geron's chapter 10</a> and Hastie et al chapter 11.
diff --git a/doc/pub/week40/html/week40-bs.html b/doc/pub/week40/html/week40-bs.html
index 5261ff5a1..b1df3ff24 100644
--- a/doc/pub/week40/html/week40-bs.html
+++ b/doc/pub/week40/html/week40-bs.html
@@ -327,7 +327,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Oct 3, 2022</h4>
+<h4>Oct 6, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week40/html/week40-reveal.html b/doc/pub/week40/html/week40-reveal.html
index 13618e017..936f9e84e 100644
--- a/doc/pub/week40/html/week40-reveal.html
+++ b/doc/pub/week40/html/week40-reveal.html
@@ -184,7 +184,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Oct 3, 2022</h4>
+<h4>Oct 6, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -198,7 +198,12 @@ MathJax.Hub.Config({
 <h2 id="plan-for-week-40">Plan for week 40 </h2>
 
 <ul>
-<p><li> Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.</li> 
+<p><li> Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.</li>
+<ul>
+
+<p><li> <a href="https://youtu.be/sCHiGSoG2lE" target="_blank">Video of lecture</a></li>
+</ul>
+<p>
 <p><li> Friday: Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model. Presentation of project 2.</li>
 </ul>
 <p>
diff --git a/doc/pub/week40/html/week40-solarized.html b/doc/pub/week40/html/week40-solarized.html
index 106f7957f..3a158e0e5 100644
--- a/doc/pub/week40/html/week40-solarized.html
+++ b/doc/pub/week40/html/week40-solarized.html
@@ -265,7 +265,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Oct 3, 2022</h4>
+<h4>Oct 6, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -273,7 +273,10 @@ MathJax.Hub.Config({
 <h2 id="plan-for-week-40">Plan for week 40 </h2>
 
 <ul>
-<li> Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.</li> 
+<li> Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.</li>
+<ul>
+  <li> <a href="https://youtu.be/sCHiGSoG2lE" target="_blank">Video of lecture</a></li>
+</ul>
 <li> Friday: Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model. Presentation of project 2.</li>
 </ul>
 <p>Reading suggestions for both days: <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/TensorflowML.pdf" target="_blank">Aurelien Geron's chapter 10</a> and Hastie et al chapter 11.
diff --git a/doc/pub/week40/html/week40.html b/doc/pub/week40/html/week40.html
index 6162e9989..785770489 100644
--- a/doc/pub/week40/html/week40.html
+++ b/doc/pub/week40/html/week40.html
@@ -342,7 +342,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Oct 3, 2022</h4>
+<h4>Oct 6, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -350,7 +350,10 @@ MathJax.Hub.Config({
 <h2 id="plan-for-week-40">Plan for week 40 </h2>
 
 <ul>
-<li> Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.</li> 
+<li> Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.</li>
+<ul>
+  <li> <a href="https://youtu.be/sCHiGSoG2lE" target="_blank">Video of lecture</a></li>
+</ul>
 <li> Friday: Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model. Presentation of project 2.</li>
 </ul>
 <p>Reading suggestions for both days: <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/TensorflowML.pdf" target="_blank">Aurelien Geron's chapter 10</a> and Hastie et al chapter 11.
diff --git a/doc/pub/week40/ipynb/ipynb-week40-src.tar.gz b/doc/pub/week40/ipynb/ipynb-week40-src.tar.gz
index da218aebf1002f87842af1da1dfe5330fe40e4de..7a6bb2c709592a70e0dc9f389b6ef78a297f388b 100644
GIT binary patch
delta 18
ZcmbQ%!!)gjiCw;%gQ4)E-9~o)HUK!K1<wEg

delta 18
ZcmbQ%!!)gjiCw;%gFzv|Y9l*;8vrx31qlEE

diff --git a/doc/pub/week40/ipynb/week40.ipynb b/doc/pub/week40/ipynb/week40.ipynb
index 9c2b8c661..c780098c0 100644
--- a/doc/pub/week40/ipynb/week40.ipynb
+++ b/doc/pub/week40/ipynb/week40.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9a29767f",
+   "id": "13266b2f",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b049c336",
+   "id": "4d8e0fa9",
    "metadata": {
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@@ -22,21 +22,23 @@
     "# Week 40: Neural networks\n",
     "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo, Norway and Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, USA\n",
     "\n",
-    "Date: **Oct 3, 2022**\n",
+    "Date: **Oct 6, 2022**\n",
     "\n",
     "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "2300cd3b",
+   "id": "a4da605c",
    "metadata": {
     "editable": true
    },
    "source": [
     "## Plan for week 40\n",
     "\n",
-    "* Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks. \n",
+    "* Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.\n",
+    "\n",
+    "  * [Video of lecture](https://youtu.be/sCHiGSoG2lE)\n",
     "\n",
     "* Friday: Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model. Presentation of project 2.\n",
     "\n",
@@ -47,7 +49,7 @@
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-   "id": "69b7b9d4",
+   "id": "2e32a23b",
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@@ -59,7 +61,7 @@
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+   "id": "7adb6ed2",
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@@ -79,7 +81,7 @@
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+   "id": "b4c25c60",
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@@ -114,7 +116,7 @@
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+   "id": "4f91a7a5",
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@@ -128,7 +130,7 @@
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@@ -146,7 +148,7 @@
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@@ -170,7 +172,7 @@
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@@ -188,7 +190,7 @@
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@@ -228,7 +230,7 @@
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@@ -257,7 +259,7 @@
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@@ -278,7 +280,7 @@
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+   "id": "eff28146",
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@@ -307,7 +309,7 @@
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@@ -328,7 +330,7 @@
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+   "id": "389f085c",
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@@ -349,7 +351,7 @@
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@@ -366,7 +368,7 @@
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+   "id": "47bb51ac",
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@@ -387,7 +389,7 @@
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@@ -403,7 +405,7 @@
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@@ -420,7 +422,7 @@
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-   "id": "4d026908",
+   "id": "ba41d9cb",
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@@ -461,7 +463,7 @@
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@@ -471,7 +473,7 @@
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+   "id": "853be7cb",
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@@ -482,7 +484,7 @@
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-   "id": "ddd33f3c",
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@@ -544,7 +546,7 @@
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@@ -554,7 +556,7 @@
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@@ -565,7 +567,7 @@
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-   "id": "e6199bbf",
+   "id": "a1f650e1",
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@@ -585,7 +587,7 @@
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@@ -597,7 +599,7 @@
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@@ -609,7 +611,7 @@
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@@ -624,7 +626,7 @@
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@@ -636,7 +638,7 @@
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@@ -653,7 +655,7 @@
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@@ -668,7 +670,7 @@
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@@ -686,7 +688,7 @@
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@@ -698,7 +700,7 @@
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@@ -716,7 +718,7 @@
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@@ -729,7 +731,7 @@
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@@ -741,7 +743,7 @@
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@@ -759,7 +761,7 @@
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@@ -787,7 +789,7 @@
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@@ -824,7 +826,7 @@
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@@ -837,7 +839,7 @@
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@@ -855,7 +857,7 @@
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@@ -1305,7 +1307,7 @@
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@@ -1322,7 +1324,7 @@
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@@ -1334,7 +1336,7 @@
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@@ -1347,7 +1349,7 @@
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@@ -1359,7 +1361,7 @@
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@@ -1373,7 +1375,7 @@
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@@ -1385,7 +1387,7 @@
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@@ -1397,7 +1399,7 @@
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@@ -1409,7 +1411,7 @@
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@@ -1419,7 +1421,7 @@
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@@ -1431,7 +1433,7 @@
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@@ -1441,7 +1443,7 @@
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@@ -1453,7 +1455,7 @@
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@@ -1467,7 +1469,7 @@
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@@ -1479,7 +1481,7 @@
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@@ -1489,7 +1491,7 @@
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@@ -1501,7 +1503,7 @@
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@@ -1511,7 +1513,7 @@
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@@ -1523,7 +1525,7 @@
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@@ -1535,7 +1537,7 @@
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@@ -1547,7 +1549,7 @@
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@@ -1557,7 +1559,7 @@
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@@ -1569,7 +1571,7 @@
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@@ -1579,7 +1581,7 @@
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@@ -1591,7 +1593,7 @@
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@@ -1615,7 +1617,7 @@
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@@ -1627,7 +1629,7 @@
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@@ -1637,7 +1639,7 @@
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@@ -1649,7 +1651,7 @@
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@@ -1661,7 +1663,7 @@
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@@ -1673,7 +1675,7 @@
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@@ -1683,7 +1685,7 @@
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@@ -1695,7 +1697,7 @@
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@@ -1705,7 +1707,7 @@
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@@ -1719,7 +1721,7 @@
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@@ -1737,7 +1739,7 @@
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@@ -1747,7 +1749,7 @@
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@@ -1765,7 +1767,7 @@
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@@ -1775,7 +1777,7 @@
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@@ -1793,7 +1795,7 @@
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@@ -1820,7 +1822,7 @@
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@@ -1832,7 +1834,7 @@
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@@ -1844,7 +1846,7 @@
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@@ -1854,7 +1856,7 @@
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@@ -1866,7 +1868,7 @@
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@@ -1876,7 +1878,7 @@
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@@ -1888,7 +1890,7 @@
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@@ -1898,7 +1900,7 @@
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@@ -1910,7 +1912,7 @@
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@@ -1922,7 +1924,7 @@
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@@ -1945,7 +1947,7 @@
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@@ -1957,7 +1959,7 @@
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@@ -1967,7 +1969,7 @@
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@@ -1979,7 +1981,7 @@
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@@ -1989,7 +1991,7 @@
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@@ -2001,7 +2003,7 @@
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@@ -2013,7 +2015,7 @@
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@@ -2024,7 +2026,7 @@
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@@ -2047,7 +2049,7 @@
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@@ -2059,7 +2061,7 @@
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@@ -2069,7 +2071,7 @@
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@@ -2081,7 +2083,7 @@
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@@ -2091,7 +2093,7 @@
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@@ -2103,7 +2105,7 @@
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@@ -2115,7 +2117,7 @@
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@@ -2126,7 +2128,7 @@
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@@ -2154,7 +2156,7 @@
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@@ -2166,7 +2168,7 @@
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@@ -2176,7 +2178,7 @@
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@@ -2188,7 +2190,7 @@
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@@ -2199,7 +2201,7 @@
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@@ -2211,7 +2213,7 @@
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@@ -2224,7 +2226,7 @@
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@@ -2249,7 +2251,7 @@
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@@ -2262,7 +2264,7 @@
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@@ -2274,7 +2276,7 @@
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@@ -2286,7 +2288,7 @@
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@@ -2296,7 +2298,7 @@
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@@ -2308,7 +2310,7 @@
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@@ -2320,7 +2322,7 @@
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@@ -2332,7 +2334,7 @@
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@@ -2344,7 +2346,7 @@
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@@ -2354,7 +2356,7 @@
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@@ -2366,7 +2368,7 @@
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@@ -2376,7 +2378,7 @@
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@@ -2388,7 +2390,7 @@
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@@ -2401,7 +2403,7 @@
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@@ -2413,7 +2415,7 @@
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@@ -2423,7 +2425,7 @@
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@@ -2435,7 +2437,7 @@
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@@ -2446,7 +2448,7 @@
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@@ -2458,7 +2460,7 @@
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@@ -2468,7 +2470,7 @@
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@@ -2480,7 +2482,7 @@
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@@ -2490,7 +2492,7 @@
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@@ -2501,7 +2503,7 @@
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@@ -2514,7 +2516,7 @@
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@@ -2524,7 +2526,7 @@
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@@ -2536,7 +2538,7 @@
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@@ -2546,7 +2548,7 @@
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@@ -2558,7 +2560,7 @@
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@@ -2568,7 +2570,7 @@
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+   "id": "821e9ed7",
    "metadata": {
     "editable": true
    },
@@ -2592,7 +2594,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "efa00292",
+   "id": "100d59d3",
    "metadata": {
     "editable": true
    },
@@ -2642,7 +2644,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "b3587ee5",
+   "id": "80a7da13",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2695,7 +2697,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30b03901",
+   "id": "10dae5de",
    "metadata": {
     "editable": true
    },
@@ -2716,7 +2718,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "57073c09",
+   "id": "4ea5079b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2754,7 +2756,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9fe35c1e",
+   "id": "6998ce20",
    "metadata": {
     "editable": true
    },
@@ -2798,7 +2800,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c869097",
+   "id": "4820ddf9",
    "metadata": {
     "editable": true
    },
@@ -2838,7 +2840,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "72315f57",
+   "id": "089eda51",
    "metadata": {
     "editable": true
    },
@@ -2859,7 +2861,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "99bd0001",
+   "id": "b279bfa7",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2885,7 +2887,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eeefdb9a",
+   "id": "ea232201",
    "metadata": {
     "editable": true
    },
@@ -2913,7 +2915,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69715309",
+   "id": "c4128578",
    "metadata": {
     "editable": true
    },
@@ -2950,7 +2952,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "5c10fe62",
+   "id": "c1386e6d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2996,7 +2998,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f9fdf04",
+   "id": "0e3b21fb",
    "metadata": {
     "editable": true
    },
@@ -3027,7 +3029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c30764d1",
+   "id": "b9aceefb",
    "metadata": {
     "editable": true
    },
@@ -3065,7 +3067,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0900188",
+   "id": "adf1ca53",
    "metadata": {
     "editable": true
    },
@@ -3099,7 +3101,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9ba0f6f",
+   "id": "55c9468d",
    "metadata": {
     "editable": true
    },
@@ -3140,7 +3142,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "5727ddbb",
+   "id": "d7369c6d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3219,7 +3221,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54cf8b44",
+   "id": "9c0c2f1d",
    "metadata": {
     "editable": true
    },
@@ -3240,7 +3242,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95dc6248",
+   "id": "73961632",
    "metadata": {
     "editable": true
    },
@@ -3254,7 +3256,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "4b5e5ee3",
+   "id": "4405e00e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3364,7 +3366,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1fddbb2d",
+   "id": "518d89b2",
    "metadata": {
     "editable": true
    },
@@ -3383,7 +3385,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "14b243e0",
+   "id": "afafc202",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3410,7 +3412,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f0c86b9e",
+   "id": "6c49cfa6",
    "metadata": {
     "editable": true
    },
@@ -3424,7 +3426,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "506fa110",
+   "id": "48281e23",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3455,7 +3457,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7733df32",
+   "id": "bae5fc53",
    "metadata": {
     "editable": true
    },
@@ -3466,7 +3468,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "4e995da3",
+   "id": "6ee4615a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3510,7 +3512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e152da6",
+   "id": "379e36d7",
    "metadata": {
     "editable": true
    },
@@ -3533,7 +3535,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "7e86e9bb",
+   "id": "322af1dc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3560,7 +3562,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "65d7b802",
+   "id": "475c82ca",
    "metadata": {
     "editable": true
    },
@@ -3571,7 +3573,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "16a14fe9",
+   "id": "076354f9",
    "metadata": {
     "collapsed": false,
     "editable": true
diff --git a/doc/src/week40/week40.do.txt b/doc/src/week40/week40.do.txt
index 2a26664c8..a3860aa05 100644
--- a/doc/src/week40/week40.do.txt
+++ b/doc/src/week40/week40.do.txt
@@ -6,7 +6,8 @@ DATE: today
 !split
 ===== Plan for week 40 =====
 
-* Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks. 
+* Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.
+  * "Video of lecture":"https://youtu.be/sCHiGSoG2lE"
 * Friday: Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model. Presentation of project 2.