diff --git a/doc/pub/week42/html/._week42-bs000.html b/doc/pub/week42/html/._week42-bs000.html
index fd275beae..dff4b2846 100644
--- a/doc/pub/week42/html/._week42-bs000.html
+++ b/doc/pub/week42/html/._week42-bs000.html
@@ -417,7 +417,7 @@ MathJax.Hub.Config({
-Aug 23, 2022
+Oct 15, 2022
diff --git a/doc/pub/week42/html/._week42-bs002.html b/doc/pub/week42/html/._week42-bs002.html
index 6d08007d5..6b0deae8b 100644
--- a/doc/pub/week42/html/._week42-bs002.html
+++ b/doc/pub/week42/html/._week42-bs002.html
@@ -402,7 +402,7 @@ MathJax.Hub.Config({
Using Automatic differentiation
In our discussions of ordinary differential equations
-we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 40 and the Autograd documentation.
+we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 39 and the Autograd documentation.
diff --git a/doc/pub/week42/html/week42-bs.html b/doc/pub/week42/html/week42-bs.html
index fd275beae..dff4b2846 100644
--- a/doc/pub/week42/html/week42-bs.html
+++ b/doc/pub/week42/html/week42-bs.html
@@ -417,7 +417,7 @@ MathJax.Hub.Config({
-Aug 23, 2022
+Oct 15, 2022
diff --git a/doc/pub/week42/html/week42-reveal.html b/doc/pub/week42/html/week42-reveal.html
index 429351e91..50ef22d91 100644
--- a/doc/pub/week42/html/week42-reveal.html
+++ b/doc/pub/week42/html/week42-reveal.html
@@ -184,7 +184,7 @@ MathJax.Hub.Config({
-Aug 23, 2022
+Oct 15, 2022
@@ -240,7 +240,7 @@ MathJax.Hub.Config({
Using Automatic differentiation
In our discussions of ordinary differential equations
-we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 40 and the Autograd documentation.
+we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 39 and the Autograd documentation.
diff --git a/doc/pub/week42/html/week42-solarized.html b/doc/pub/week42/html/week42-solarized.html
index 6445e344b..32f1dd4ed 100644
--- a/doc/pub/week42/html/week42-solarized.html
+++ b/doc/pub/week42/html/week42-solarized.html
@@ -326,7 +326,7 @@ MathJax.Hub.Config({
-Aug 23, 2022
+Oct 15, 2022
@@ -375,7 +375,7 @@ MathJax.Hub.Config({
Using Automatic differentiation
In our discussions of ordinary differential equations
-we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 40 and the Autograd documentation.
+we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 39 and the Autograd documentation.
diff --git a/doc/pub/week42/html/week42.html b/doc/pub/week42/html/week42.html
index ea63b8dd2..ea524b6ab 100644
--- a/doc/pub/week42/html/week42.html
+++ b/doc/pub/week42/html/week42.html
@@ -403,7 +403,7 @@ MathJax.Hub.Config({
-Aug 23, 2022
+Oct 15, 2022
@@ -452,7 +452,7 @@ MathJax.Hub.Config({
Using Automatic differentiation
In our discussions of ordinary differential equations
-we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 40 and the Autograd documentation.
+we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 39 and the Autograd documentation.
diff --git a/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz b/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz
index cff5e766e..53bc629c7 100644
Binary files a/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz and b/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz differ
diff --git a/doc/pub/week42/ipynb/week42.ipynb b/doc/pub/week42/ipynb/week42.ipynb
index e24ebb97a..de0a79348 100644
--- a/doc/pub/week42/ipynb/week42.ipynb
+++ b/doc/pub/week42/ipynb/week42.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "e0fe27e2",
+ "id": "155a78ee",
"metadata": {
"editable": true
},
@@ -14,7 +14,7 @@
},
{
"cell_type": "markdown",
- "id": "c0e7007d",
+ "id": "cddfae52",
"metadata": {
"editable": true
},
@@ -22,14 +22,14 @@
"# Week 42 Solving differential equations and Convolutional (CNN)\n",
"**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n",
"\n",
- "Date: **Aug 23, 2022**\n",
+ "Date: **Oct 15, 2022**\n",
"\n",
"Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license"
]
},
{
"cell_type": "markdown",
- "id": "5dd70de9",
+ "id": "a0edc62d",
"metadata": {
"editable": true
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@@ -67,7 +67,7 @@
},
{
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- "id": "22dcc528",
+ "id": "e35a7d32",
"metadata": {
"editable": true
},
@@ -75,12 +75,12 @@
"## Using Automatic differentiation\n",
"\n",
"In our discussions of ordinary differential equations \n",
- "we will also study the usage of [Autograd](https://www.youtube.com/watch?v=fRf4l5qaX1M&ab_channel=AlexSmola) in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from [week 40](https://compphysics.github.io/MachineLearning/doc/pub/week40/html/week40.html) and the [Autograd documentation](https://github.com/HIPS/autograd)."
+ "we will also study the usage of [Autograd](https://www.youtube.com/watch?v=fRf4l5qaX1M&ab_channel=AlexSmola) in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from [week 39](https://compphysics.github.io/MachineLearning/doc/pub/week39/html/week39.html) and the [Autograd documentation](https://github.com/HIPS/autograd)."
]
},
{
"cell_type": "markdown",
- "id": "5e6ea881",
+ "id": "82b4c24d",
"metadata": {
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@@ -103,7 +103,7 @@
},
{
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+ "id": "b24088fe",
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@@ -117,7 +117,7 @@
},
{
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+ "id": "d9682f98",
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@@ -134,7 +134,7 @@
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{
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+ "id": "48a09cab",
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@@ -150,7 +150,7 @@
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+ "id": "a28908c5",
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@@ -162,7 +162,7 @@
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{
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- "id": "bc2808b0",
+ "id": "b8399f58",
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@@ -180,7 +180,7 @@
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- "id": "dc7d673a",
+ "id": "c1174d20",
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@@ -201,7 +201,7 @@
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{
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+ "id": "4e6b56b9",
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@@ -218,7 +218,7 @@
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{
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+ "id": "d0d8fae4",
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@@ -230,7 +230,7 @@
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@@ -241,7 +241,7 @@
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{
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+ "id": "ac00df23",
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@@ -258,7 +258,7 @@
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+ "id": "59fd828d",
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@@ -269,7 +269,7 @@
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{
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+ "id": "1bd947fb",
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@@ -285,7 +285,7 @@
},
{
"cell_type": "markdown",
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+ "id": "37e6d4c6",
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@@ -297,7 +297,7 @@
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{
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+ "id": "8bf972f7",
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@@ -314,7 +314,7 @@
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{
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- "id": "dfccb699",
+ "id": "e55f009b",
"metadata": {
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@@ -326,7 +326,7 @@
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{
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+ "id": "cd6ba0a5",
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@@ -344,7 +344,7 @@
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{
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+ "id": "5c7b1175",
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@@ -354,7 +354,7 @@
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{
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+ "id": "ad2b223a",
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@@ -366,7 +366,7 @@
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{
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+ "id": "ef6880e8",
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@@ -383,7 +383,7 @@
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{
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+ "id": "52f61531",
"metadata": {
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@@ -395,7 +395,7 @@
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{
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+ "id": "b2c53e8a",
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@@ -406,7 +406,7 @@
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{
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+ "id": "ebc99250",
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@@ -418,7 +418,7 @@
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{
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+ "id": "e751c17f",
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@@ -428,7 +428,7 @@
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{
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- "id": "09563624",
+ "id": "3675934c",
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@@ -448,7 +448,7 @@
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{
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+ "id": "d3109db1",
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@@ -465,7 +465,7 @@
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{
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+ "id": "dd02b4f2",
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@@ -484,7 +484,7 @@
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+ "id": "17e2e367",
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@@ -496,7 +496,7 @@
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{
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+ "id": "36e0c74d",
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@@ -506,7 +506,7 @@
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{
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+ "id": "e7a3f4b3",
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@@ -523,7 +523,7 @@
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{
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- "id": "2347acff",
+ "id": "a6cf7193",
"metadata": {
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@@ -533,7 +533,7 @@
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{
"cell_type": "markdown",
- "id": "3cd16710",
+ "id": "f773f3a3",
"metadata": {
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@@ -549,7 +549,7 @@
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{
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- "id": "121cf030",
+ "id": "38b3b703",
"metadata": {
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@@ -561,7 +561,7 @@
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{
"cell_type": "markdown",
- "id": "54acc0a5",
+ "id": "5e87cd43",
"metadata": {
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@@ -573,7 +573,7 @@
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{
"cell_type": "markdown",
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+ "id": "6ffc317d",
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@@ -585,7 +585,7 @@
},
{
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- "id": "7423b7cb",
+ "id": "92096d8f",
"metadata": {
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@@ -595,7 +595,7 @@
},
{
"cell_type": "markdown",
- "id": "0c2c4cc9",
+ "id": "684f9499",
"metadata": {
"editable": true
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@@ -607,7 +607,7 @@
},
{
"cell_type": "markdown",
- "id": "187f325d",
+ "id": "28a4d5d2",
"metadata": {
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@@ -624,7 +624,7 @@
},
{
"cell_type": "markdown",
- "id": "b0444c3e",
+ "id": "fbe13f76",
"metadata": {
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@@ -634,7 +634,7 @@
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{
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- "id": "29098ab8",
+ "id": "3331b507",
"metadata": {
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@@ -646,7 +646,7 @@
},
{
"cell_type": "markdown",
- "id": "a6cb32aa",
+ "id": "ba4b49f2",
"metadata": {
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@@ -660,7 +660,7 @@
},
{
"cell_type": "markdown",
- "id": "4ae8ba82",
+ "id": "ee6ff2d1",
"metadata": {
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@@ -676,7 +676,7 @@
},
{
"cell_type": "markdown",
- "id": "9d5ba83c",
+ "id": "68077064",
"metadata": {
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@@ -688,7 +688,7 @@
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{
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+ "id": "f2e00dc0",
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@@ -710,7 +710,7 @@
},
{
"cell_type": "markdown",
- "id": "815643b3",
+ "id": "6bde3b05",
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@@ -722,7 +722,7 @@
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{
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+ "id": "f7ae4efb",
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@@ -745,7 +745,7 @@
},
{
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+ "id": "f9350133",
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@@ -761,7 +761,7 @@
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{
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- "id": "10882379",
+ "id": "ed641b6f",
"metadata": {
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@@ -773,7 +773,7 @@
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{
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+ "id": "a752d752",
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@@ -797,7 +797,7 @@
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{
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- "id": "f283bf46",
+ "id": "e980255a",
"metadata": {
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@@ -809,7 +809,7 @@
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{
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+ "id": "98a19a9f",
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@@ -830,7 +830,7 @@
},
{
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- "id": "6b2bc3b6",
+ "id": "8676daa4",
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@@ -842,7 +842,7 @@
},
{
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- "id": "7413d8c0",
+ "id": "8fc6eca9",
"metadata": {
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@@ -861,7 +861,7 @@
},
{
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- "id": "4dd9ea80",
+ "id": "60f05b70",
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@@ -871,7 +871,7 @@
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{
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- "id": "a76b4938",
+ "id": "f2fe47e0",
"metadata": {
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@@ -885,7 +885,7 @@
},
{
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+ "id": "63764d22",
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@@ -897,7 +897,7 @@
},
{
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+ "id": "c17b4993",
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@@ -909,7 +909,7 @@
},
{
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+ "id": "ad250426",
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@@ -926,7 +926,7 @@
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{
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@@ -938,7 +938,7 @@
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{
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+ "id": "6448c7e9",
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@@ -960,7 +960,7 @@
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{
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- "id": "bd25d878",
+ "id": "7b833cce",
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@@ -975,7 +975,7 @@
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{
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@@ -986,7 +986,7 @@
{
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- "id": "87f35e12",
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@@ -1143,7 +1143,7 @@
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{
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+ "id": "c9df31fa",
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@@ -1158,7 +1158,7 @@
{
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- "id": "9d3e5b0e",
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@@ -1327,7 +1327,7 @@
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@@ -1340,7 +1340,7 @@
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@@ -1357,7 +1357,7 @@
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{
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@@ -1373,7 +1373,7 @@
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{
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@@ -1386,7 +1386,7 @@
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{
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@@ -1403,7 +1403,7 @@
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@@ -1415,7 +1415,7 @@
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@@ -1442,7 +1442,7 @@
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@@ -1455,7 +1455,7 @@
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@@ -1629,7 +1629,7 @@
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@@ -1649,7 +1649,7 @@
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@@ -1664,7 +1664,7 @@
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@@ -1694,7 +1694,7 @@
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@@ -1704,7 +1704,7 @@
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@@ -1740,7 +1740,7 @@
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@@ -1816,7 +1816,7 @@
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@@ -1828,7 +1828,7 @@
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"metadata": {
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},
@@ -4419,7 +4419,7 @@
{
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"execution_count": 11,
- "id": "93c3fcf7",
+ "id": "b4fc3199",
"metadata": {
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"editable": true
@@ -4447,7 +4447,7 @@
},
{
"cell_type": "markdown",
- "id": "cdfbfba1",
+ "id": "8e58c26a",
"metadata": {
"editable": true
},
@@ -4461,7 +4461,7 @@
},
{
"cell_type": "markdown",
- "id": "14c25dcb",
+ "id": "bfd39ff9",
"metadata": {
"editable": true
},
@@ -4479,7 +4479,7 @@
},
{
"cell_type": "markdown",
- "id": "73667c7c",
+ "id": "31d06105",
"metadata": {
"editable": true
},
@@ -4494,7 +4494,7 @@
},
{
"cell_type": "markdown",
- "id": "923536af",
+ "id": "b475bd72",
"metadata": {
"editable": true
},
@@ -4512,7 +4512,7 @@
},
{
"cell_type": "markdown",
- "id": "9bbde7d0",
+ "id": "869e9ebb",
"metadata": {
"editable": true
},
@@ -4523,7 +4523,7 @@
},
{
"cell_type": "markdown",
- "id": "bc68f9fb",
+ "id": "37e2d118",
"metadata": {
"editable": true
},
@@ -4543,7 +4543,7 @@
},
{
"cell_type": "markdown",
- "id": "bf32307d",
+ "id": "8a88364c",
"metadata": {
"editable": true
},
@@ -4562,7 +4562,7 @@
},
{
"cell_type": "markdown",
- "id": "85687291",
+ "id": "bb6a2844",
"metadata": {
"editable": true
},
@@ -4582,7 +4582,7 @@
},
{
"cell_type": "markdown",
- "id": "01673650",
+ "id": "96ee4cad",
"metadata": {
"editable": true
},
@@ -4595,7 +4595,7 @@
},
{
"cell_type": "markdown",
- "id": "a82193bc",
+ "id": "b285bfb8",
"metadata": {
"editable": true
},
@@ -4611,7 +4611,7 @@
},
{
"cell_type": "markdown",
- "id": "0f6d77bb",
+ "id": "2a0c0780",
"metadata": {
"editable": true
},
@@ -4628,7 +4628,7 @@
},
{
"cell_type": "markdown",
- "id": "e982412d",
+ "id": "cb178eda",
"metadata": {
"editable": true
},
@@ -4646,7 +4646,7 @@
},
{
"cell_type": "markdown",
- "id": "f9704f7a",
+ "id": "b18ab985",
"metadata": {
"editable": true
},
@@ -4656,7 +4656,7 @@
},
{
"cell_type": "markdown",
- "id": "e0bd989c",
+ "id": "b3089ff7",
"metadata": {
"editable": true
},
@@ -4672,7 +4672,7 @@
},
{
"cell_type": "markdown",
- "id": "888348c6",
+ "id": "75723e9a",
"metadata": {
"editable": true
},
@@ -4682,7 +4682,7 @@
},
{
"cell_type": "markdown",
- "id": "b28b8c78",
+ "id": "ca24e557",
"metadata": {
"editable": true
},
@@ -4701,7 +4701,7 @@
{
"cell_type": "code",
"execution_count": 12,
- "id": "6a17d03e",
+ "id": "fd635e72",
"metadata": {
"collapsed": false,
"editable": true
@@ -4741,7 +4741,7 @@
},
{
"cell_type": "markdown",
- "id": "72ed8151",
+ "id": "d7ea1ab8",
"metadata": {
"editable": true
},
@@ -4755,7 +4755,7 @@
},
{
"cell_type": "markdown",
- "id": "e4f85c90",
+ "id": "b5f3e42b",
"metadata": {
"editable": true
},
@@ -4767,7 +4767,7 @@
},
{
"cell_type": "markdown",
- "id": "953fa8f0",
+ "id": "13834e8a",
"metadata": {
"editable": true
},
@@ -4777,7 +4777,7 @@
},
{
"cell_type": "markdown",
- "id": "eb3da94a",
+ "id": "6b3c75ab",
"metadata": {
"editable": true
},
@@ -4789,7 +4789,7 @@
},
{
"cell_type": "markdown",
- "id": "00a831b6",
+ "id": "b14d5c5a",
"metadata": {
"editable": true
},
@@ -4799,7 +4799,7 @@
},
{
"cell_type": "markdown",
- "id": "de46dadc",
+ "id": "a8f9a907",
"metadata": {
"editable": true
},
@@ -4811,7 +4811,7 @@
},
{
"cell_type": "markdown",
- "id": "52270c13",
+ "id": "80996f19",
"metadata": {
"editable": true
},
@@ -4823,7 +4823,7 @@
},
{
"cell_type": "markdown",
- "id": "97f38942",
+ "id": "50b1f5bb",
"metadata": {
"editable": true
},
@@ -4850,7 +4850,7 @@
},
{
"cell_type": "markdown",
- "id": "f0d0ed26",
+ "id": "1b1a5ea7",
"metadata": {
"editable": true
},
@@ -4862,7 +4862,7 @@
},
{
"cell_type": "markdown",
- "id": "235f2e30",
+ "id": "cd8b39f4",
"metadata": {
"editable": true
},
@@ -4872,7 +4872,7 @@
},
{
"cell_type": "markdown",
- "id": "7af52549",
+ "id": "388b2fad",
"metadata": {
"editable": true
},
@@ -4898,7 +4898,7 @@
},
{
"cell_type": "markdown",
- "id": "41155850",
+ "id": "1c226987",
"metadata": {
"editable": true
},
@@ -4910,7 +4910,7 @@
},
{
"cell_type": "markdown",
- "id": "f05530b4",
+ "id": "1bd43852",
"metadata": {
"editable": true
},
@@ -4929,7 +4929,7 @@
},
{
"cell_type": "markdown",
- "id": "1c4c1850",
+ "id": "f837dac2",
"metadata": {
"editable": true
},
@@ -4942,7 +4942,7 @@
},
{
"cell_type": "markdown",
- "id": "f8da4e75",
+ "id": "cfb01cd9",
"metadata": {
"editable": true
},
@@ -4954,7 +4954,7 @@
},
{
"cell_type": "markdown",
- "id": "8e7808a0",
+ "id": "91dc1a7d",
"metadata": {
"editable": true
},
@@ -4975,7 +4975,7 @@
},
{
"cell_type": "markdown",
- "id": "6941f87f",
+ "id": "c62573ed",
"metadata": {
"editable": true
},
@@ -4996,7 +4996,7 @@
},
{
"cell_type": "markdown",
- "id": "b186459f",
+ "id": "6335f00b",
"metadata": {
"editable": true
},
@@ -5021,7 +5021,7 @@
},
{
"cell_type": "markdown",
- "id": "c12347f0",
+ "id": "a0c4feff",
"metadata": {
"editable": true
},
@@ -5040,7 +5040,7 @@
},
{
"cell_type": "markdown",
- "id": "458ecc74",
+ "id": "3359298f",
"metadata": {
"editable": true
},
@@ -5051,7 +5051,7 @@
{
"cell_type": "code",
"execution_count": 13,
- "id": "1af900ac",
+ "id": "cd2d1505",
"metadata": {
"collapsed": false,
"editable": true
@@ -5102,7 +5102,7 @@
},
{
"cell_type": "markdown",
- "id": "0d00373f",
+ "id": "9565cdee",
"metadata": {
"editable": true
},
@@ -5113,7 +5113,7 @@
{
"cell_type": "code",
"execution_count": 14,
- "id": "7169be87",
+ "id": "5b1530a8",
"metadata": {
"collapsed": false,
"editable": true
@@ -5146,7 +5146,7 @@
},
{
"cell_type": "markdown",
- "id": "570b5feb",
+ "id": "45c75d4d",
"metadata": {
"editable": true
},
@@ -5157,7 +5157,7 @@
{
"cell_type": "code",
"execution_count": 15,
- "id": "0cb06586",
+ "id": "3ae09f18",
"metadata": {
"collapsed": false,
"editable": true
@@ -5194,7 +5194,7 @@
},
{
"cell_type": "markdown",
- "id": "2bdf9fd5",
+ "id": "7652b6a4",
"metadata": {
"editable": true
},
@@ -5205,7 +5205,7 @@
{
"cell_type": "code",
"execution_count": 16,
- "id": "7b807b5c",
+ "id": "e5e61666",
"metadata": {
"collapsed": false,
"editable": true
@@ -5232,7 +5232,7 @@
},
{
"cell_type": "markdown",
- "id": "48455cfc",
+ "id": "636e17b8",
"metadata": {
"editable": true
},
@@ -5243,7 +5243,7 @@
{
"cell_type": "code",
"execution_count": 17,
- "id": "69161d43",
+ "id": "27e17cef",
"metadata": {
"collapsed": false,
"editable": true
@@ -5284,7 +5284,7 @@
},
{
"cell_type": "markdown",
- "id": "8a428e44",
+ "id": "a2246ea4",
"metadata": {
"editable": true
},
@@ -5300,7 +5300,7 @@
{
"cell_type": "code",
"execution_count": 18,
- "id": "10adc4fb",
+ "id": "8ba8e1c3",
"metadata": {
"collapsed": false,
"editable": true
@@ -5321,7 +5321,7 @@
},
{
"cell_type": "markdown",
- "id": "8a30aaf7",
+ "id": "6ba810d3",
"metadata": {
"editable": true
},
@@ -5334,7 +5334,7 @@
{
"cell_type": "code",
"execution_count": 19,
- "id": "7c7979ee",
+ "id": "1b119e59",
"metadata": {
"collapsed": false,
"editable": true
@@ -5359,7 +5359,7 @@
},
{
"cell_type": "markdown",
- "id": "10b90c8b",
+ "id": "c59c07fb",
"metadata": {
"editable": true
},
@@ -5374,7 +5374,7 @@
{
"cell_type": "code",
"execution_count": 20,
- "id": "84903a4f",
+ "id": "69047c4f",
"metadata": {
"collapsed": false,
"editable": true
@@ -5395,7 +5395,7 @@
},
{
"cell_type": "markdown",
- "id": "6b3f9027",
+ "id": "2b3291b8",
"metadata": {
"editable": true
},
@@ -5405,7 +5405,7 @@
},
{
"cell_type": "markdown",
- "id": "460617eb",
+ "id": "70052844",
"metadata": {
"editable": true
},
@@ -5424,7 +5424,7 @@
{
"cell_type": "code",
"execution_count": 21,
- "id": "fb3fc2f6",
+ "id": "c0ea914e",
"metadata": {
"collapsed": false,
"editable": true
@@ -5441,7 +5441,7 @@
},
{
"cell_type": "markdown",
- "id": "6f050e14",
+ "id": "9cdb477a",
"metadata": {
"editable": true
},
@@ -5451,7 +5451,7 @@
},
{
"cell_type": "markdown",
- "id": "052b5f9c",
+ "id": "450c213f",
"metadata": {
"editable": true
},
@@ -5462,7 +5462,7 @@
{
"cell_type": "code",
"execution_count": 22,
- "id": "31451d85",
+ "id": "e27df9f6",
"metadata": {
"collapsed": false,
"editable": true
@@ -5479,7 +5479,7 @@
},
{
"cell_type": "markdown",
- "id": "61c0b2a9",
+ "id": "a6da5cd0",
"metadata": {
"editable": true
},
@@ -5490,7 +5490,7 @@
{
"cell_type": "code",
"execution_count": 23,
- "id": "f7e7b384",
+ "id": "20be2933",
"metadata": {
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"editable": true
diff --git a/doc/src/week42/week42.do.txt b/doc/src/week42/week42.do.txt
index 4193e848f..aa41556ad 100644
--- a/doc/src/week42/week42.do.txt
+++ b/doc/src/week42/week42.do.txt
@@ -35,7 +35,7 @@ DATE: today
===== Using Automatic differentiation =====
In our discussions of ordinary differential equations
-we will also study the usage of "Autograd":"https://www.youtube.com/watch?v=fRf4l5qaX1M&ab_channel=AlexSmola" in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from "week 40":"https://compphysics.github.io/MachineLearning/doc/pub/week40/html/week40.html" and the "Autograd documentation":"https://github.com/HIPS/autograd".
+we will also study the usage of "Autograd":"https://www.youtube.com/watch?v=fRf4l5qaX1M&ab_channel=AlexSmola" in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from "week 39":"https://compphysics.github.io/MachineLearning/doc/pub/week39/html/week39.html" and the "Autograd documentation":"https://github.com/HIPS/autograd".
!split