update

doc/LectureNotes/_build/html/.buildinfo

@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: a9e505bba12819eddbb16b6134269f44
+config: c810468e5ce15e612839c964bc8fee3e
 tags: 645f666f9bcd5a90fca523b33c5a78b7

doc/LectureNotes/_build/html/_sources/schedule.md

@@ -93,7 +93,7 @@ For the reading assignments we use the following abbreviations:
   - Video of lecture at https://youtu.be/rDBj50Lv3Go
 
 * Friday: Stochastic Gradient descent with examples and automatic differentiation
-
+  - Video of lecture at https://youtu.be/OH6I_oscwPc
 * Reading recommendations:
   - See lecture notes for week 39 at https://compphysics.github.io/MachineLearning/doc/web/course.html.
   - For a good discussion on gradient methods, see Goodfellow et al section 4.3-4.5 and chapter 8. We will come back to the latter chapter in our discussion of Neural networks as well.

doc/LectureNotes/_build/html/_static/basic.css

@@ -4,7 +4,7 @@
  *
  * Sphinx stylesheet -- basic theme.
  *
- * :copyright: Copyright 2007-2021 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
@@ -731,8 +731,9 @@ dl.glossary dt {
 
 .classifier:before {
     font-style: normal;
-    margin: 0.5em;
+    margin: 0 0.5em;
     content: ":";
+    display: inline-block;
 }
 
 abbr, acronym {
@@ -756,6 +757,7 @@ span.pre {
     -ms-hyphens: none;
     -webkit-hyphens: none;
     hyphens: none;
+    white-space: nowrap;
 }
 
 div[class*="highlight-"] {

doc/LectureNotes/_build/html/_static/copy-button.svg

@@ -1,5 +1,5 @@
-<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-clipboard" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#2c3e50" fill="none" stroke-linecap="round" stroke-linejoin="round">
+<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
   <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
-  <path d="M9 5h-2a2 2 0 0 0 -2 2v12a2 2 0 0 0 2 2h10a2 2 0 0 0 2 -2v-12a2 2 0 0 0 -2 -2h-2" />
-  <rect x="9" y="3" width="6" height="4" rx="2" />
+  <rect x="8" y="8" width="12" height="12" rx="2" />
+  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
 </svg>

doc/LectureNotes/_build/html/_static/copybutton.css

@@ -3,7 +3,7 @@ button.copybtn {
     position: absolute;
     display: flex;
     top: .3em;
-    right: .5em;
+    right: .3em;
     width: 1.7em;
     height: 1.7em;
 	opacity: 0;
@@ -13,17 +13,22 @@ button.copybtn {
     border: none;
     outline: none;
     border-radius: 0.4em;
-    border: #e1e1e1 1px solid;
-    background-color: rgb(245, 245, 245);
+    /* The colors that GitHub uses */
+    border: #1b1f2426 1px solid;
+    background-color: #f6f8fa;
+    color: #57606a;
 }
 
 button.copybtn.success {
     border-color: #22863a;
+    color: #22863a;
 }
 
-button.copybtn img {
-    width: 100%;
-    padding: .2em;
+button.copybtn svg {
+    stroke: currentColor;
+    width: 1.5em;
+    height: 1.5em;
+    padding: 0.1em;
 }
 
 div.highlight  {
@@ -79,3 +84,10 @@ div.highlight  {
     transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
     transition-delay: .5s;
 }
+
+/* By default the copy button shouldn't show up when printing a page */
+@media print {
+    button.copybtn {
+        display: none;
+    }
+}