From fd134dbfb1239bbdcaca16172c5867181ff5c4bb Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Mon, 4 Nov 2024 10:09:20 +0000
Subject: [PATCH] site deploy

Auto-generated via `{sandpaper}`
Source  : a37a68ad6aaadf682cc2bc4ef6710fc7e4e5cf5c
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-10-30 12:07:11 +0000
Message : markdown source builds

Auto-generated via `{sandpaper}`
Source  : eb4bb2ba3a12ccb4c4c8844a5dfecbd3becfb295
Branch  : main
Author  : Olga Minaeva <olga.minaeva92@gmail.com>
Time    : 2024-10-30 12:06:03 +0000
Message : Add files via upload
---
 1-introduction-ai-coding.html                    |  2 +-
 2-code-generation-optimization.html              | 14 +++++++-------
 3-ethical-and-security-considerations.html       |  2 +-
 404.html                                         |  4 ++--
 CODE_OF_CONDUCT.html                             |  2 +-
 LICENSE.html                                     |  2 +-
 aio.html                                         | 16 ++++++++--------
 images.html                                      |  4 ++--
 index.html                                       |  4 ++--
 instructor-notes.html                            |  4 ++--
 instructor/1-introduction-ai-coding.html         |  2 +-
 instructor/2-code-generation-optimization.html   | 14 +++++++-------
 .../3-ethical-and-security-considerations.html   |  2 +-
 instructor/404.html                              |  4 ++--
 instructor/CODE_OF_CONDUCT.html                  |  2 +-
 instructor/LICENSE.html                          |  2 +-
 instructor/aio.html                              | 16 ++++++++--------
 instructor/images.html                           |  4 ++--
 instructor/index.html                            |  4 ++--
 instructor/instructor-notes.html                 |  4 ++--
 instructor/key-points.html                       |  4 ++--
 instructor/profiles.html                         |  4 ++--
 instructor/reference.html                        |  2 +-
 key-points.html                                  |  4 ++--
 pkgdown.yml                                      |  2 +-
 profiles.html                                    |  4 ++--
 reference.html                                   |  2 +-
 27 files changed, 65 insertions(+), 65 deletions(-)

diff --git a/1-introduction-ai-coding.html b/1-introduction-ai-coding.html
index abedfe3..21d8e3e 100644
--- a/1-introduction-ai-coding.html
+++ b/1-introduction-ai-coding.html
@@ -581,7 +581,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/1-introduction-ai-coding.html",
   "dateCreated": "2024-09-12",
   "dateModified": "2024-10-28",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/2-code-generation-optimization.html b/2-code-generation-optimization.html
index b9e013c..43c332e 100644
--- a/2-code-generation-optimization.html
+++ b/2-code-generation-optimization.html
@@ -480,7 +480,7 @@ <h3 class="callout-title">Assisted Code Generation, Part 1 (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Here is what you would expect to see in the generated code:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -568,7 +568,7 @@ <h3 class="callout-title">Docstrings Generation (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Here’s an example of how the
 <code>calculate_descriptive_stats()</code> and the
@@ -763,7 +763,7 @@ <h3 class="callout-title">Assisted Code Generation, Part 2 (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>The issue is that the <code>Date</code> column is used as index
 column, causing all the other columns to shift by one. Here’s how you
@@ -820,7 +820,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>After applying the suggestions, your optimized code might look
 something like this:</p>
@@ -889,7 +889,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1075,7 +1075,7 @@ <h3 class="callout-title">Autocomplete Exploration (10 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>TBD</p>
 </div>
@@ -1209,7 +1209,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/2-code-generation-optimization.html",
   "dateCreated": "2024-09-12",
   "dateModified": "2024-10-29",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/3-ethical-and-security-considerations.html b/3-ethical-and-security-considerations.html
index ed0e00f..25484b4 100644
--- a/3-ethical-and-security-considerations.html
+++ b/3-ethical-and-security-considerations.html
@@ -685,7 +685,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/3-ethical-and-security-considerations.html",
   "dateCreated": "2024-09-12",
   "dateModified": "2024-10-28",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 3a275a9..9a9ca93 100644
--- a/404.html
+++ b/404.html
@@ -343,8 +343,8 @@ <h1>Page not found</h1>
   "url": "https://olgaminaeva.github.io/gen-ai-coding/404.html",
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/404.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 4b8cb05..3b0b2cf 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -372,7 +372,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-09-12",
   "dateModified": "2022-08-05",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 783f0d2..73c6fb7 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -420,7 +420,7 @@ <h1>Licenses</h1>
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/LICENSE.html",
   "dateCreated": "2024-09-12",
   "dateModified": "2023-04-07",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 4c215c5..34d79c4 100644
--- a/aio.html
+++ b/aio.html
@@ -800,7 +800,7 @@ <h3 class="callout-title">Assisted Code Generation, Part 1 (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Here is what you would expect to see in the generated code:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -890,7 +890,7 @@ <h3 class="callout-title">Docstrings Generation (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Here’s an example of how the
 <code>calculate_descriptive_stats()</code> and the
@@ -1100,7 +1100,7 @@ <h3 class="callout-title">Assisted Code Generation, Part 2 (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>The issue is that the <code>Date</code> column is used as index
 column, causing all the other columns to shift by one. Here’s how you
@@ -1161,7 +1161,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>After applying the suggestions, your optimized code might look
 something like this:</p>
@@ -1232,7 +1232,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1443,7 +1443,7 @@ <h3 class="callout-title">Autocomplete Exploration (10 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>TBD</p>
 </div>
@@ -1936,8 +1936,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://olgaminaeva.github.io/gen-ai-coding/aio.html",
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/aio.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 974c94f..5f7e4d4 100644
--- a/images.html
+++ b/images.html
@@ -432,8 +432,8 @@ <h3 id="2-code-generation-optimization-figure-12">Figure 12</h3>
   "url": "https://olgaminaeva.github.io/gen-ai-coding/images.html",
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/images.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index c745edb..56c4f12 100644
--- a/index.html
+++ b/index.html
@@ -479,8 +479,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "url": "https://olgaminaeva.github.io/gen-ai-coding/index.html",
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/index.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 5c3271f..647b62f 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -665,8 +665,8 @@ <h3 id="episode-concept-maps">Episode Concept Maps<a class="anchor" aria-label="
   "url": "https://olgaminaeva.github.io/gen-ai-coding/instructor-notes.html",
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor-notes.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/1-introduction-ai-coding.html b/instructor/1-introduction-ai-coding.html
index 1479306..e277110 100644
--- a/instructor/1-introduction-ai-coding.html
+++ b/instructor/1-introduction-ai-coding.html
@@ -583,7 +583,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/1-introduction-ai-coding.html",
   "dateCreated": "2024-09-12",
   "dateModified": "2024-10-28",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/2-code-generation-optimization.html b/instructor/2-code-generation-optimization.html
index b101ce3..5b0df66 100644
--- a/instructor/2-code-generation-optimization.html
+++ b/instructor/2-code-generation-optimization.html
@@ -482,7 +482,7 @@ <h3 class="callout-title">Assisted Code Generation, Part 1 (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Here is what you would expect to see in the generated code:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -570,7 +570,7 @@ <h3 class="callout-title">Docstrings Generation (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Here’s an example of how the
 <code>calculate_descriptive_stats()</code> and the
@@ -765,7 +765,7 @@ <h3 class="callout-title">Assisted Code Generation, Part 2 (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>The issue is that the <code>Date</code> column is used as index
 column, causing all the other columns to shift by one. Here’s how you
@@ -822,7 +822,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>After applying the suggestions, your optimized code might look
 something like this:</p>
@@ -891,7 +891,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1077,7 +1077,7 @@ <h3 class="callout-title">Autocomplete Exploration (10 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>TBD</p>
 </div>
@@ -1211,7 +1211,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/2-code-generation-optimization.html",
   "dateCreated": "2024-09-12",
   "dateModified": "2024-10-29",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/3-ethical-and-security-considerations.html b/instructor/3-ethical-and-security-considerations.html
index 7219637..50f4abb 100644
--- a/instructor/3-ethical-and-security-considerations.html
+++ b/instructor/3-ethical-and-security-considerations.html
@@ -687,7 +687,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/3-ethical-and-security-considerations.html",
   "dateCreated": "2024-09-12",
   "dateModified": "2024-10-28",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 3ea7694..7831901 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -343,8 +343,8 @@ <h1>Page not found</h1>
   "url": "https://olgaminaeva.github.io/gen-ai-coding/instructor/404.html",
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/404.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 1586164..c7191ee 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -374,7 +374,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2024-09-12",
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-  "datePublished": "2024-10-30"
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 325282d..8b3ff15 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -422,7 +422,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2024-09-12",
   "dateModified": "2023-04-07",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
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diff --git a/instructor/aio.html b/instructor/aio.html
index 2f81ac7..153e339 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -804,7 +804,7 @@ <h3 class="callout-title">Assisted Code Generation, Part 1 (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Here is what you would expect to see in the generated code:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -894,7 +894,7 @@ <h3 class="callout-title">Docstrings Generation (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Here’s an example of how the
 <code>calculate_descriptive_stats()</code> and the
@@ -1104,7 +1104,7 @@ <h3 class="callout-title">Assisted Code Generation, Part 2 (5 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>The issue is that the <code>Date</code> column is used as index
 column, causing all the other columns to shift by one. Here’s how you
@@ -1165,7 +1165,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>After applying the suggestions, your optimized code might look
 something like this:</p>
@@ -1236,7 +1236,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1447,7 +1447,7 @@ <h3 class="callout-title">Autocomplete Exploration (10 min)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>TBD</p>
 </div>
@@ -1941,8 +1941,8 @@ <h3 class="callout-title">Key Points</h3>
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   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/aio.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index e52c9cf..f0776d1 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -434,8 +434,8 @@ <h3 id="2-code-generation-optimization-figure-12">Figure 12</h3>
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   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/images.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 0a98324..e97ffe0 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -525,8 +525,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/index.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index c1319c3..16dfb85 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -670,8 +670,8 @@ <h3 id="episode-concept-maps">Episode Concept Maps<a class="anchor" aria-label="
   "url": "https://olgaminaeva.github.io/gen-ai-coding/instructor/instructor-notes.html",
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/instructor-notes.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index db8a466..402b566 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -417,8 +417,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/key-points.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 175c726..62de307 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -325,8 +325,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/instructor/profiles.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 595331a..23bfd40 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -382,7 +382,7 @@ <h1>Reference</h1>
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   "dateCreated": "2024-09-12",
   "dateModified": "2024-10-23",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 7228210..4044e3e 100644
--- a/key-points.html
+++ b/key-points.html
@@ -415,8 +415,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://olgaminaeva.github.io/gen-ai-coding/key-points.html",
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/key-points.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 6de87f1..fd1bc2a 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-10-30T12:07Z
+last_built: 2024-11-04T10:09Z
diff --git a/profiles.html b/profiles.html
index 34b0776..10090c3 100644
--- a/profiles.html
+++ b/profiles.html
@@ -325,8 +325,8 @@ <h1>Learner Profiles</h1>
   "url": "https://olgaminaeva.github.io/gen-ai-coding/profiles.html",
   "identifier": "https://olgaminaeva.github.io/gen-ai-coding/profiles.html",
   "dateCreated": "2024-09-12",
-  "dateModified": "2024-10-30",
-  "datePublished": "2024-10-30"
+  "dateModified": "2024-11-04",
+  "datePublished": "2024-11-04"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index fcfd06b..e67b40a 100644
--- a/reference.html
+++ b/reference.html
@@ -380,7 +380,7 @@ <h1>Reference</h1>
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   "dateCreated": "2024-09-12",
   "dateModified": "2024-10-23",
-  "datePublished": "2024-10-30"
+  "datePublished": "2024-11-04"
 }
 
   </script><script>