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diff --git a/00_setup/readme.html b/00_setup/readme.html
@@ -330,6 +330,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -687,6 +694,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -906,6 +920,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/10_prompting_basics/01_prompting.html b/10_prompting_basics/01_prompting.html
@@ -330,6 +330,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -687,6 +694,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -906,6 +920,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/10_prompting_basics/02_use_cases.html b/10_prompting_basics/02_use_cases.html
@@ -330,6 +330,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -687,6 +694,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -906,6 +920,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/10_prompting_basics/03_prompt_engineering.html b/10_prompting_basics/03_prompt_engineering.html
@@ -330,6 +330,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -687,6 +694,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -906,6 +920,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/10_prompting_basics/readme.html b/10_prompting_basics/readme.html
@@ -328,6 +328,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -681,6 +688,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -900,6 +914,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/20_chatbots/01_openai_api.html b/20_chatbots/01_openai_api.html
@@ -330,6 +330,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -683,6 +690,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -902,6 +916,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/20_chatbots/02_chatbot.html b/20_chatbots/02_chatbot.html
@@ -330,6 +330,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -687,6 +694,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -906,6 +920,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/20_chatbots/gui.html b/20_chatbots/gui.html
@@ -330,6 +330,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -683,6 +690,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -902,6 +916,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/20_chatbots/readme.html b/20_chatbots/readme.html
@@ -328,6 +328,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -685,6 +692,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -904,6 +918,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/30_function_calling/10_function_calling.html b/30_function_calling/10_function_calling.html
@@ -330,6 +330,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -687,6 +694,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -906,6 +920,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">

diff --git a/30_function_calling/20_langchain.html b/30_function_calling/20_langchain.html
@@ -330,6 +330,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -687,6 +694,13 @@
                     </li>
 
 
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../50_code_generation/20_book_generation.html">
+                        Generating a Jupyter book about Python basics
+                      </a>
+                    </li>
+
+
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../60_rag/10_word-embeddings.html">
                         Word embeddings
@@ -906,6 +920,7 @@
 
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/06_system_messages.html">Powerful system messages</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../50_code_generation/10_reflection.html">Reflection</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../50_code_generation/20_book_generation.html">Generating a Jupyter book about Python basics</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Retrieval Augmented Generation</span></p>
 <ul class="nav bd-sidenav">