[ci skip] Fix typo (#754)

Co-authored-by: ArturoAmorQ <arturo.amor-quiroz@polytechnique.edu> 7b5aa26
INRIA · Nov 27, 2023 · 9ec0e87 · 9ec0e87
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diff --git a/_sources/python_scripts/metrics_sol_02.py b/_sources/python_scripts/metrics_sol_02.py
@@ -124,8 +124,8 @@
 
 # %% [markdown] tags=["solution"]
 # Even if the score distributions overlap due to the presence of outliers in the
-# dataset, it is true that the average MSE is lower when `loss="squared_error`,
-# whereas the average MAE is lower when `loss="absolute_error` as expected.
+# dataset, it is true that the average MSE is lower when `loss="squared_error"`,
+# whereas the average MAE is lower when `loss="absolute_error"` as expected.
 # Indeed, the choice of a loss function is made depending on the evaluation
 # metric that we want to optimize for a given use case.
 #

diff --git a/_static/scripts/pydata-sphinx-theme.js b/_static/scripts/pydata-sphinx-theme.js
diff --git a/_static/scripts/pydata-sphinx-theme.js.map b/_static/scripts/pydata-sphinx-theme.js.map
diff --git a/_static/styles/pydata-sphinx-theme.css b/_static/styles/pydata-sphinx-theme.css
diff --git a/_static/styles/pydata-sphinx-theme.css.map b/_static/styles/pydata-sphinx-theme.css.map
diff --git a/_static/webpack-macros.html b/_static/webpack-macros.html
@@ -4,28 +4,28 @@
 -->
 {# Load FontAwesome icons #}
 {% macro head_pre_icons() %}
-  <link href="{{ pathto('_static/vendor/fontawesome/6.1.2/css/all.min.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="{{ pathto('_static/vendor/fontawesome/6.1.2/css/all.min.css', 1) }}?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2', 1) }}" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2', 1) }}" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2', 1) }}" />
 {% endmacro %}
 
 {% macro head_pre_assets() %}
   <!-- Loaded before other Sphinx assets -->
-  <link href="{{ pathto('_static/styles/theme.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="{{ pathto('_static/styles/bootstrap.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="{{ pathto('_static/styles/theme.css', 1) }}?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/bootstrap.css', 1) }}?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=5b4479735964841361fd" rel="stylesheet" />
 {% endmacro %}
 
 {% macro head_js_preload() %}
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=365ca57ee442770a23c6" />
-  <script src="{{ pathto('_static/vendor/fontawesome/6.1.2/js/all.min.js', 1) }}?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=5b4479735964841361fd" />
+  <script src="{{ pathto('_static/vendor/fontawesome/6.1.2/js/all.min.js', 1) }}?digest=5b4479735964841361fd"></script>
 {% endmacro %}
 
 {% macro body_post() %}
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=365ca57ee442770a23c6"></script>
-<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=365ca57ee442770a23c6"></script>
+  <script src="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=5b4479735964841361fd"></script>
+<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=5b4479735964841361fd"></script>
 {% endmacro %}
diff --git a/appendix/acknowledgement.html b/appendix/acknowledgement.html
@@ -3,7 +3,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" >
+<html lang="en" data-content_root="" >
 
   <head>
     <meta charset="utf-8" />
@@ -19,12 +19,12 @@
   </script>
 
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
 
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -39,9 +39,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
     <script src="../_static/jquery.js"></script>
@@ -145,6 +145,7 @@
 
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
+
 
 
 <a class="navbar-brand logo" href="../toc.html">
@@ -608,6 +609,7 @@
 </button>
 
 
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -618,6 +620,7 @@
 `);
 </script>
 
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -705,7 +708,7 @@ <h2>Figure attributions<a class="headerlink" href="#figure-attributions" title="
 
 
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+
 <div class="prev-next-area">
     <a class="left-prev"
        href="../python_scripts/datasets_bike_rides.html"
@@ -762,6 +765,7 @@ <h2>Figure attributions<a class="headerlink" href="#figure-attributions" title="
 
   <div class="footer-item">
 
+
   <p class="copyright">
 
       © Copyright 2022.
@@ -801,8 +805,8 @@ <h2>Figure attributions<a class="headerlink" href="#figure-attributions" title="
   </div>
 
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
   </footer>

diff --git a/appendix/datasets_intro.html b/appendix/datasets_intro.html
@@ -3,7 +3,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" >
+<html lang="en" data-content_root="" >
 
   <head>
     <meta charset="utf-8" />
@@ -19,12 +19,12 @@
   </script>
 
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
 
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -39,9 +39,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
     <script src="../_static/jquery.js"></script>
@@ -145,6 +145,7 @@
 
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
+
 
 
 <a class="navbar-brand logo" href="../toc.html">
@@ -608,6 +609,7 @@
 </button>
 
 
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -618,6 +620,7 @@
 `);
 </script>
 
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -692,7 +695,7 @@ <h1>Datasets description<a class="headerlink" href="#datasets-description" title
 
 
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+
 <div class="prev-next-area">
     <a class="left-prev"
        href="glossary.html"
@@ -735,6 +738,7 @@ <h1>Datasets description<a class="headerlink" href="#datasets-description" title
 
   <div class="footer-item">
 
+
   <p class="copyright">
 
       © Copyright 2022.
@@ -774,8 +778,8 @@ <h1>Datasets description<a class="headerlink" href="#datasets-description" title
   </div>
 
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
   </footer>

diff --git a/appendix/glossary.html b/appendix/glossary.html
@@ -3,7 +3,7 @@
 <!DOCTYPE html>
 
 
-<html lang="en" >
+<html lang="en" data-content_root="" >
 
   <head>
     <meta charset="utf-8" />
@@ -19,12 +19,12 @@
   </script>
 
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=5b4479735964841361fd" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=5b4479735964841361fd" rel="stylesheet" />
 
 
-  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=365ca57ee442770a23c6" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=5b4479735964841361fd" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
@@ -39,9 +39,9 @@
     <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6" />
-  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=365ca57ee442770a23c6"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd" />
+  <script src="../_static/vendor/fontawesome/6.1.2/js/all.min.js?digest=5b4479735964841361fd"></script>
 
     <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
     <script src="../_static/jquery.js"></script>
@@ -145,6 +145,7 @@
 
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
+
 
 
 <a class="navbar-brand logo" href="../toc.html">
@@ -608,6 +609,7 @@
 </button>
 
 
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -618,6 +620,7 @@
 `);
 </script>
 
+
 <script>
 document.write(`
   <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
@@ -1115,7 +1118,7 @@ <h2>Other useful glossaries<a class="headerlink" href="#other-useful-glossaries"
 
 
                 <footer class="prev-next-footer">
-                  <!-- Previous / next buttons -->
+
 <div class="prev-next-area">
     <a class="left-prev"
        href="../concluding_remarks.html"
@@ -1205,6 +1208,7 @@ <h2>Other useful glossaries<a class="headerlink" href="#other-useful-glossaries"
 
   <div class="footer-item">
 
+
   <p class="copyright">
 
       © Copyright 2022.
@@ -1244,8 +1248,8 @@ <h2>Other useful glossaries<a class="headerlink" href="#other-useful-glossaries"
   </div>
 
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=365ca57ee442770a23c6"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=365ca57ee442770a23c6"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=5b4479735964841361fd"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=5b4479735964841361fd"></script>
 
   <footer class="bd-footer">
   </footer>