diff --git a/.nojekyll b/.nojekyll
index 9b87ead..7fc0480 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-d426b449
\ No newline at end of file
+ab8cd45f
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diff --git a/course.html b/course.html
index ec2d21e..32856a6 100644
--- a/course.html
+++ b/course.html
@@ -644,7 +644,7 @@ <h3 class="anchored" data-anchor-id="syllabus-schedule">Syllabus &amp; Schedule<
 <tr class="odd">
 <td style="text-align: left;">11</td>
 <td style="text-align: left;">22-Oct</td>
-<td style="text-align: left;">DoWhy, Causal ML <br> [XAI]</td>
+<td style="text-align: left;">DoWhy, DiCE <br> [Causal ML] <br> <a href="./talks/CausalML_dowhy_dice_Amit.pdf">Deck</a></td>
 <td style="text-align: left;"><a href="https://www.amitsharma.in/">Dr.&nbsp;Amit Sharma</a> <br> Principal Researcher, <a href="https://www.microsoft.com/en-us/research/lab/microsoft-research-india/">MSR</a></td>
 </tr>
 <tr class="even">
diff --git a/index.html b/index.html
index 73877ee..ce40f29 100644
--- a/index.html
+++ b/index.html
@@ -360,6 +360,7 @@ <h1 class="unnumbered">Welcome</h1><p><img src="crisp-ml-process.jpg" title="AI-
 <section id="announcements" class="level2">
 <h2 class="anchored" data-anchor-id="announcements">Announcements</h2>
 <ul>
+<li>[22-October-2024] Dr.&nbsp;Amit’s Causal ML deck added to course page.</li>
 <li>[22-October-2024] Guest lecture decks added.</li>
 <li>[01-October-2024] Generic feedback on HWs is added to <a href="./homeworks.html">homeworks</a> page.</li>
 <li>[30-September-2024] <a href="homeworks.html#sec-hw-midterm-bonus" class="quarto-xref"><span>Midterm Bonus Problem</span></a> released. Due by 11.59pm, Oct 15, 2024 IST.</li>
diff --git a/search.json b/search.json
index a8523fb..4cff484 100644
--- a/search.json
+++ b/search.json
@@ -223,7 +223,7 @@
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-    "text": "Announcements\n\n[22-October-2024] Guest lecture decks added.\n[01-October-2024] Generic feedback on HWs is added to homeworks page.\n[30-September-2024] Midterm Bonus Problem released. Due by 11.59pm, Oct 15, 2024 IST.\n[27-September-2024] Midterm at 11.15am, Tue, Sept, 2024 IST.\n[17-September-2024] HW-05 extended to 11.59pm, Tue, Sept, 2024 IST.\n[16-September-2024] Notes added to W08-L01. Updated course page with scheudle for the rest of the course (tentative).\n[12-September-2024] Notes added to W07-L01. W07-L02 is added.\n[05-September-2024] Homework, Minor and Major preoject details added. See HW-05, HW-06, Minor Project, Major Project for details. Course pages updated.\n[05-September-2024] Lecture Page W05-L01, W05-L02, W06-L01, W06-L02 added. Course pages updated.\n[25-August-2024] Lecture Page W03-L02, W04-L01, W04-L02 added. Course pages updated.\n[23-August-2024] HW-03 and HW-04 added.\n[13-August-2024] Lecture Page W03-L01 added. Course pages updated.\n[09-August-2024] Lecture Page W02-L02 added. Course pages updated. HW-02 added\n[06-August-2024] Lecture Page W02-L01 added. Project Card, as a jupyter notebook is added.\n[01-August-2024] Course website up, Lecture Page W01-L01 added. HW-01 added.",
+    "text": "Announcements\n\n[22-October-2024] Dr. Amit’s Causal ML deck added to course page.\n[22-October-2024] Guest lecture decks added.\n[01-October-2024] Generic feedback on HWs is added to homeworks page.\n[30-September-2024] Midterm Bonus Problem released. Due by 11.59pm, Oct 15, 2024 IST.\n[27-September-2024] Midterm at 11.15am, Tue, Sept, 2024 IST.\n[17-September-2024] HW-05 extended to 11.59pm, Tue, Sept, 2024 IST.\n[16-September-2024] Notes added to W08-L01. Updated course page with scheudle for the rest of the course (tentative).\n[12-September-2024] Notes added to W07-L01. W07-L02 is added.\n[05-September-2024] Homework, Minor and Major preoject details added. See HW-05, HW-06, Minor Project, Major Project for details. Course pages updated.\n[05-September-2024] Lecture Page W05-L01, W05-L02, W06-L01, W06-L02 added. Course pages updated.\n[25-August-2024] Lecture Page W03-L02, W04-L01, W04-L02 added. Course pages updated.\n[23-August-2024] HW-03 and HW-04 added.\n[13-August-2024] Lecture Page W03-L01 added. Course pages updated.\n[09-August-2024] Lecture Page W02-L02 added. Course pages updated. HW-02 added\n[06-August-2024] Lecture Page W02-L01 added. Project Card, as a jupyter notebook is added.\n[01-August-2024] Course website up, Lecture Page W01-L01 added. HW-01 added.",
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diff --git a/sitemap.xml b/sitemap.xml
index eac6318..bdb4c9c 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -18,7 +18,7 @@
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   <url>
     <loc>https://mlsquare.github.io/ai-839/index.html</loc>
-    <lastmod>2024-10-22T02:53:46.113Z</lastmod>
+    <lastmod>2024-10-22T11:44:11.509Z</lastmod>
   </url>
   <url>
     <loc>https://mlsquare.github.io/ai-839/preface.html</loc>
@@ -26,7 +26,7 @@
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   <url>
     <loc>https://mlsquare.github.io/ai-839/course.html</loc>
-    <lastmod>2024-10-22T03:18:36.154Z</lastmod>
+    <lastmod>2024-10-22T11:42:28.620Z</lastmod>
   </url>
   <url>
     <loc>https://mlsquare.github.io/ai-839/lectures/w01-l01.html</loc>
diff --git a/talks/CausalML_dowhy_dice_Amit.pdf b/talks/CausalML_dowhy_dice_Amit.pdf
new file mode 100644
index 0000000..0d40d38
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