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diff --git a/404.html b/404.html
@@ -390,6 +390,39 @@
  </li>
 
 
+
+ <li class="ah-togglable-item">
+ <span class="ah-togglable-handle">Part 2</span>
+ <ul>
+
+
+
+ <li>
+ <a href="/classes/07-lambda/sentiment_analysis/">Sentiment analysis</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="/classes/07-lambda/sa_lambda_function/">Sa lambda function</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="/classes/07-lambda/lambda_layer/">Lambda layer</a>
+ </li>
+
+
+
+ </ul>
+ </li>
+
+
  </ul>
  </li>
 

diff --git a/about/index.html b/about/index.html
@@ -418,6 +418,39 @@
  </li>
 
 
+
+ <li class="ah-togglable-item">
+ <span class="ah-togglable-handle">Part 2</span>
+ <ul>
+
+
+
+ <li>
+ <a href="../classes/07-lambda/sentiment_analysis/">Sentiment analysis</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../classes/07-lambda/sa_lambda_function/">Sa lambda function</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../classes/07-lambda/lambda_layer/">Lambda layer</a>
+ </li>
+
+
+
+ </ul>
+ </li>
+
+
  </ul>
  </li>
 

diff --git a/classes/01-intro/aps01_part_1/index.html b/classes/01-intro/aps01_part_1/index.html
@@ -438,6 +438,39 @@
  </li>
 
 
+
+ <li class="ah-togglable-item">
+ <span class="ah-togglable-handle">Part 2</span>
+ <ul>
+
+
+
+ <li>
+ <a href="../../07-lambda/sentiment_analysis/">Sentiment analysis</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/sa_lambda_function/">Sa lambda function</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/lambda_layer/">Lambda layer</a>
+ </li>
+
+
+
+ </ul>
+ </li>
+
+
  </ul>
  </li>
 
@@ -611,7 +644,7 @@ <h2 id="task-01-opening">Task 01: Opening</h2>
 </div>
 </form>
 </div>
-<div class="admonition exercise text long tag-text-exercise tag-long-text editable" data-slug="classes/01-intro/aps01_part_1/long_1" id="long_1_0">
+<div class="admonition exercise text long tag-long-text tag-text-exercise editable" data-slug="classes/01-intro/aps01_part_1/long_1" id="long_1_0">
 <p class="admonition-title">Question 2<button class="editable-button"></button></p>
 <form class="exercise-form">
 <p>Explain, in general terms, what is the model predicting?</p>
@@ -630,7 +663,7 @@ <h2 id="task-01-opening">Task 01: Opening</h2>
 </ul>
 </div>
 </div>
-<div class="admonition exercise text long tag-text-exercise tag-long-text editable" data-slug="classes/01-intro/aps01_part_1/long_2" id="long_2_0">
+<div class="admonition exercise text long tag-long-text tag-text-exercise editable" data-slug="classes/01-intro/aps01_part_1/long_2" id="long_2_0">
 <p class="admonition-title">Question 3<button class="editable-button"></button></p>
 <form class="exercise-form">
 <p>Considering the <code>everything.ipynb</code> notebook, what is the <strong>target variable</strong> used in training the model?</p>

diff --git a/classes/01-intro/aps01_part_2/index.html b/classes/01-intro/aps01_part_2/index.html
@@ -414,6 +414,39 @@
  </li>
 
 
+
+ <li class="ah-togglable-item">
+ <span class="ah-togglable-handle">Part 2</span>
+ <ul>
+
+
+
+ <li>
+ <a href="../../07-lambda/sentiment_analysis/">Sentiment analysis</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/sa_lambda_function/">Sa lambda function</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/lambda_layer/">Lambda layer</a>
+ </li>
+
+
+
+ </ul>
+ </li>
+
+
  </ul>
  </li>
 

diff --git a/classes/01-intro/intro/index.html b/classes/01-intro/intro/index.html
@@ -410,6 +410,39 @@
  </li>
 
 
+
+ <li class="ah-togglable-item">
+ <span class="ah-togglable-handle">Part 2</span>
+ <ul>
+
+
+
+ <li>
+ <a href="../../07-lambda/sentiment_analysis/">Sentiment analysis</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/sa_lambda_function/">Sa lambda function</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/lambda_layer/">Lambda layer</a>
+ </li>
+
+
+
+ </ul>
+ </li>
+
+
  </ul>
  </li>
 

diff --git a/classes/02-api/api_deploy/index.html b/classes/02-api/api_deploy/index.html
@@ -422,6 +422,39 @@
  </li>
 
 
+
+ <li class="ah-togglable-item">
+ <span class="ah-togglable-handle">Part 2</span>
+ <ul>
+
+
+
+ <li>
+ <a href="../../07-lambda/sentiment_analysis/">Sentiment analysis</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/sa_lambda_function/">Sa lambda function</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/lambda_layer/">Lambda layer</a>
+ </li>
+
+
+
+ </ul>
+ </li>
+
+
  </ul>
  </li>
 

diff --git a/classes/03-batch/aps02_sql/index.html b/classes/03-batch/aps02_sql/index.html
@@ -422,6 +422,39 @@
  </li>
 
 
+
+ <li class="ah-togglable-item">
+ <span class="ah-togglable-handle">Part 2</span>
+ <ul>
+
+
+
+ <li>
+ <a href="../../07-lambda/sentiment_analysis/">Sentiment analysis</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/sa_lambda_function/">Sa lambda function</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/lambda_layer/">Lambda layer</a>
+ </li>
+
+
+
+ </ul>
+ </li>
+
+
  </ul>
  </li>
 
@@ -612,7 +645,7 @@ <h2 id="task-1-query-file-for-analytical-table">TASK 1: Query file for analytica
 <p class="admonition-title">For now...</p>
 <p>For now, keep saving and reading the model in the <code>models</code> folder!</p>
 </div>
-<div class="admonition exercise text long tag-text-exercise tag-long-text editable" data-slug="classes/03-batch/aps02_sql/long_1" id="long_1_0">
+<div class="admonition exercise text long tag-long-text tag-text-exercise editable" data-slug="classes/03-batch/aps02_sql/long_1" id="long_1_0">
 <p class="admonition-title">Question 5<button class="editable-button"></button></p>
 <form class="exercise-form">
 <p>Why should we avoid using <code>*</code> in production queries?</p>

diff --git a/classes/03-batch/data_formats/index.html b/classes/03-batch/data_formats/index.html
@@ -422,6 +422,39 @@
  </li>
 
 
+
+ <li class="ah-togglable-item">
+ <span class="ah-togglable-handle">Part 2</span>
+ <ul>
+
+
+
+ <li>
+ <a href="../../07-lambda/sentiment_analysis/">Sentiment analysis</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/sa_lambda_function/">Sa lambda function</a>
+ </li>
+
+
+
+
+
+ <li>
+ <a href="../../07-lambda/lambda_layer/">Lambda layer</a>
+ </li>
+
+
+
+ </ul>
+ </li>
+
+
  </ul>
  </li>
 
@@ -721,7 +754,7 @@ <h2 id="exercises">Exercises</h2>
 </code></pre></div>
 </div>
 </div>
-<div class="admonition exercise text long tag-text-exercise tag-long-text editable" data-slug="classes/03-batch/data_formats/long_2" id="long_2_0">
+<div class="admonition exercise text long tag-long-text tag-text-exercise editable" data-slug="classes/03-batch/data_formats/long_2" id="long_2_0">
 <p class="admonition-title">Question 8<button class="editable-button"></button></p>
 <form class="exercise-form">
 <p>What are your conclusions?</p>
@@ -738,7 +771,7 @@ <h2 id="exercises">Exercises</h2>
 <p>For example, when performing <strong>column and row filters</strong>, <strong>pandas</strong> generally needs to <strong>read the entire file</strong> into memory first before it can apply the filter.</p>
 <p>On the other hand, <strong>Apache Spark</strong> does not need to read the entire <code>parquet</code> file to filter by a column, thanks to its ability to perform predicate pushdown and the efficient structure of the <code>parquet</code> format.</p>
 </div>
-<div class="admonition exercise text long tag-text-exercise tag-long-text editable" data-slug="classes/03-batch/data_formats/long_3" id="long_3_0">
+<div class="admonition exercise text long tag-long-text tag-text-exercise editable" data-slug="classes/03-batch/data_formats/long_3" id="long_3_0">
 <p class="admonition-title">Question 9<button class="editable-button"></button></p>
 <form class="exercise-form">
 <p>What <strong>predicate pushdown</strong> means?!</p>