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schedule.html

@@ -283,7 +283,7 @@ <h2 class="anchored" data-anchor-id="weekly-schedule">Weekly schedule</h2>
 <span class="listing-subtitle">Adjoint methods for inverse problems</span>
 </td>
 </tr>
-<tr data-index="2" data-listing-file-modified-sort="1704682394674" data-listing-reading-time-sort="1" data-listing-word-count-sort="142" data-listing-title-sort="Week 03" data-listing-filename-sort="week-03.qmd">
+<tr data-index="2" data-listing-file-modified-sort="1705858201636" data-listing-reading-time-sort="1" data-listing-word-count-sort="142" data-listing-title-sort="Week 03" data-listing-filename-sort="week-03.qmd">
 <td>
 <a href="./weeks/week-03.html" class="title listing-title">Week 03</a>
 </td>

search.json

@@ -1606,7 +1606,7 @@
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-    "text": "Lectures\n\n\n\n\n\nTopic\n\n\nSubtitle\n\n\nDate\n\n\n\n\n\n\nAdjoint state\n\n\nInverse Problems\n\n\nWed, Jan 17\n\n\n\n\nDifferential Programming\n\n\nAutomatic Differentiation\n\n\nMon, Jan 22\n\n\n\n\nVariational Data Assimilation\n\n\nData Assimilation\n\n\nWed, Jan 31\n\n\n\n\n\nNo matching items\n\n\n\n\nAssignments\n\n\n\n\n\nAssignment\n\n\nTitle\n\n\nDue\n\n\n\n\n\n\nLab\n\n\nDifferentiable Programming\n\n\nFri, Sep 16\n\n\n\n\n\nNo matching items\n\n\n\n\nReadings\n\n\n\n\n\n\nChapter 9 — A toolbox for digital twins sections until section 9.4\n\n\n\n\n\n\n\n\nReuseCC BY 4.0"
+    "text": "Lectures\n\n\n\n\n\nTopic\n\n\nSubtitle\n\n\nDate\n\n\n\n\n\n\nAdjoint state\n\n\nInverse Problems\n\n\nMon, Jan 22\n\n\n\n\nDifferential Programming\n\n\nAutomatic Differentiation\n\n\nMon, Jan 22\n\n\n\n\nVariational Data Assimilation\n\n\nData Assimilation\n\n\nWed, Jan 31\n\n\n\n\n\nNo matching items\n\n\n\n\nAssignments\n\n\n\n\n\nAssignment\n\n\nTitle\n\n\nDue\n\n\n\n\n\n\nLab\n\n\nDifferentiable Programming\n\n\nFri, Sep 16\n\n\n\n\n\nNo matching items\n\n\n\n\nReadings\n\n\n\n\n\n\nChapter 8 — A toolbox for digital twins section 8.7\n\n\nChapter 9 — A toolbox for digital twins sections until section 9.4\n\n\n\n\n\n\n\n\nReuseCC BY 4.0"
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sitemap.xml

@@ -14,7 +14,7 @@
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-    <lastmod>2024-01-16T19:04:01.000Z</lastmod>
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slides/week-01/02-basics.html

@@ -723,7 +723,7 @@ <h2>TR—Computing the Regularization Parameter</h2>
 </section>
 <section id="trcomputing-the-regularization-parameter-1" class="slide level2 smaller nostretch center">
 <h2>TR—Computing the Regularization Parameter</h2>
-<div id="fig-L" class="quarto-figure quarto-figure-center" width="35%" data-fig-align="center">
+<div id="fig-L" class="quarto-figure quarto-figure-center" data-fig-align="center" width="35%">
 <figure class="quarto-float quarto-float-fig">
 <div aria-describedby="fig-L-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
 <img data-src="../images/L-curve.png" id="fig-L" class="quarto-figure quarto-figure-center" style="width:35.0%">

slides/week-03/04-AD.html

@@ -597,7 +597,7 @@ <h2></h2>
 </ul>
 </section>
 <section id="automatic-differentiationbackprop-autograd-zygote.jl-etc." class="slide level2 smaller center">
-<h2>Automatic Differentiation—backprop, autograd, Zygote.jl, etc.</h2>
+<h2>Automatic Differentiation—backprop, autograd, <a href="https://fluxml.ai/Zygote.jl/stable/">Zygote.jl</a>, etc.</h2>
 <ul>
 <li><p><span style="color: magenta">Backprop</span> is a special case of Algorithmic Differentiation (AD).</p></li>
 <li><p><span style="color: magenta">Autograd</span> is a particular AD package that us supported w/i Python (as part of Pytorch).</p></li>
@@ -658,7 +658,7 @@ <h2>Tools for AD</h2>
 <ul>
 <li><p>JAX,</p></li>
 <li><p><span style="color: magenta">PyTorch</span> and TensorFlow</p></li>
-<li><p>Julia’s ML with Flux.jl and AD with Zygote.jl and abstractions with ChainRules.jl and AbstractDifferentiation.jl</p></li>
+<li><p>Julia’s ML with <a href="http://fluxml.ai/Flux.jl/stable/">Flux.jl</a> and AD with <a href="https://fluxml.ai/Zygote.jl/stable/">Zygote.jl</a> and abstractions with <a href="https://github.com/JuliaDiff/ChainRules.jl">ChainRules.jl</a> and <a href="https://github.com/JuliaDiff/AbstractDifferentiation.jl">AbstractDifferentiation.jl</a></p></li>
 </ul></li>
 </ul>
 </section>
@@ -790,7 +790,7 @@ <h2></h2>
 </section>
 <section id="section-14" class="slide level2 smaller center">
 <h2></h2>
-<div id="03734286" class="cell" data-execution_count="1">
+<div id="4142f02b" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb2"><pre class="sourceCode numberSource python number-lines code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a></a><span class="co"># set some inputs</span></span>
 <span id="cb2-2"><a></a>x <span class="op">=</span> <span class="op">-</span><span class="dv">2</span><span class="op">;</span> y <span class="op">=</span> <span class="dv">5</span><span class="op">;</span> z <span class="op">=</span> <span class="op">-</span><span class="dv">4</span></span>
 <span id="cb2-3"><a></a><span class="co"># perform the forward pass</span></span>

weeks/week-03.html

@@ -294,18 +294,18 @@ <h1>Lectures</h1>
 </tr>
 </thead>
 <tbody class="list">
-<tr data-index="0" data-listing-date-sort="1705467600000" data-listing-file-modified-sort="1705589407870" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="11" data-listing-word-count-sort="2105" data-listing-title-sort="Adjoint state" data-listing-filename-sort="03-adjoint.qmd">
+<tr data-index="0" data-listing-date-sort="1705899600000" data-listing-file-modified-sort="1705589407870" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="11" data-listing-word-count-sort="2105" data-listing-title-sort="Adjoint state" data-listing-filename-sort="03-adjoint.qmd">
 <td>
 <a href="../slides/week-03/03-adjoint.html" class="title listing-title">Adjoint state</a>
 </td>
 <td>
 <span class="listing-subtitle">Inverse Problems</span>
 </td>
 <td>
-<span class="listing-date">Wed, Jan 17</span>
+<span class="listing-date">Mon, Jan 22</span>
 </td>
 </tr>
-<tr data-index="1" data-listing-date-sort="1705899600000" data-listing-file-modified-sort="1705431841000" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="20" data-listing-word-count-sort="3902" data-listing-title-sort="Differential Programming" data-listing-filename-sort="04-AD.qmd">
+<tr data-index="1" data-listing-date-sort="1705899600000" data-listing-file-modified-sort="1705856041495" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="20" data-listing-word-count-sort="3902" data-listing-title-sort="Differential Programming" data-listing-filename-sort="04-AD.qmd">
 <td>
 <a href="../slides/week-03/04-AD.html" class="title listing-title">Differential Programming</a>
 </td>
@@ -378,6 +378,9 @@ <h1>Readings</h1>
 </colgroup>
 <tbody>
 <tr class="odd">
+<td><a href="https://galileo-gatech.primo.exlibrisgroup.com/permalink/01GALI_GIT/naju39/alma9937674297402486">Chapter 8 — A toolbox for digital twins section 8.7</a></td>
+</tr>
+<tr class="even">
 <td><a href="https://galileo-gatech.primo.exlibrisgroup.com/permalink/01GALI_GIT/naju39/alma9937674297402486">Chapter 9 — A toolbox for digital twins sections until section 9.4</a></td>
 </tr>
 </tbody>