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<li class="toctree-l1"><a class="reference internal" href="chapter1.html">Introduction Générale à l’Apprentissage Automatique</a></li>
<li class="toctree-l1"><a class="reference internal" href="chapter2.html">Pré-requis</a></li>
<li class="toctree-l1"><a class="reference internal" href="chapter3.html">Apprentissage Supervisé</a></li>
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<li class="toctree-l1"><a class="reference internal" href="chapter1.html">Introduction Générale à l’Apprentissage Automatique</a></li>
<li class="toctree-l1"><a class="reference internal" href="chapter2.html">Pré-requis</a></li>
<li class="toctree-l1"><a class="reference internal" href="chapter3.html">Apprentissage Supervisé</a></li>
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<h1>Apprentissage-Automatisé<a class="headerlink" href="#apprentissage-automatise" title="Permalink to this heading">¶</a></h1>
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<li class="toctree-l1"><a class="reference internal" href="chapter1.html">Introduction Générale à l’Apprentissage Automatique</a><ul>
<li class="toctree-l2"><a class="reference internal" href="chapter1.html#cest-quoi-apprentissage-automatique">C’est quoi Apprentissage Automatique?</a></li>
<li class="toctree-l2"><a class="reference internal" href="chapter1.html#convention-mathematiques-pour-le-document">Convention Mathématiques pour le document</a></li>
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<li class="toctree-l1"><a class="reference internal" href="chapter2.html">Pré-requis</a><ul>
<li class="toctree-l2"><a class="reference internal" href="chapter2.html#langage-python-et-ses-librairies">Langage Python et ses Librairies</a><ul>
<li class="toctree-l3"><a class="reference internal" href="chapter2.html#installation-de-python-et-anaconda">Installation de Python et Anaconda</a></li>
<li class="toctree-l3"><a class="reference internal" href="chapter2.html#prise-en-main-de-python">Prise en main de Python</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#python-pour-les-debutants-notions-de-bases-du-python">Python pour les debutants : Notions de bases du python</a><ul>
<li class="toctree-l5"><a class="reference internal" href="chapter2.html#les-nombres-avec-python">Les nombres avec Python!</a></li>
<li class="toctree-l5"><a class="reference internal" href="chapter2.html#les-types-de-nombres">Les types de nombres</a></li>
<li class="toctree-l5"><a class="reference internal" href="chapter2.html#ordre-de-priorite">Ordre de priorite</a></li>
<li class="toctree-l5"><a class="reference internal" href="chapter2.html#les-variables">Les variables</a></li>
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<li class="toctree-l2"><a class="reference internal" href="chapter2.html#les-bases-mathematiques-pour-lapprentissage-automatique">Les Bases Mathématiques pour l’Apprentissage Automatique</a><ul>
<li class="toctree-l3"><a class="reference internal" href="chapter2.html#algebre-lineaire-et-analyse">Algèbre linéaire et Analyse</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#exemples-de-distances">Exemples de distances.</a></li>
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<li class="toctree-l3"><a class="reference internal" href="chapter2.html#calcul-du-gradient-derivation">Calcul du gradient (dérivation).</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#derivees-de-fonctions-composees">Dérivées de fonctions composées.</a></li>
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<li class="toctree-l3"><a class="reference internal" href="chapter2.html#probabilites">Probabilités</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#independance-et-conditionnement">Indépendance et conditionnement.</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#variables-aleatoires">Variables aléatoires.</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#variable-aleatoire-discrete">Variable aléatoire discrète</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#variable-aleatoire-continue">Variable aléatoire continue</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#loi-des-grands-nombres">Loi des grands nombres</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#intervalles-de-confiance">Intervalles de confiance</a></li>
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<li class="toctree-l3"><a class="reference internal" href="chapter2.html#estimations-parametriques">Estimations paramétriques</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#estimation-par-la-methode-des-moments">Estimation par la méthode des moments</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter2.html#estimation-par-maximum-de-vraisemblance">Estimation par maximum de vraisemblance</a></li>
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<li class="toctree-l1"><a class="reference internal" href="chapter3.html">Apprentissage Supervisé</a><ul>
<li class="toctree-l2"><a class="reference internal" href="chapter3.html#problemes-de-regression">Problèmes de Régression</a><ul>
<li class="toctree-l3"><a class="reference internal" href="chapter3.html#la-regression-lineaire">La Régression Linéaire</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#la-regression-lineaire-affine">La régression linéaire affine</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#descente-de-gradient-gd">Descente de gradient {GD}</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#la-regression-lineaire-polynomiale">La régression linéaire polynomiale</a></li>
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<li class="toctree-l2"><a class="reference internal" href="chapter3.html#les-problemes-de-classification">Les Problèmes de Classification</a><ul>
<li class="toctree-l3"><a class="reference internal" href="chapter3.html#lalgorithme-des-k-plus-proches-voisins-k-nn">L’algorithme des <span class="math notranslate nohighlight">\(K\)</span> plus proches voisins (<span class="math notranslate nohighlight">\(K\)</span>-NN)</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#algorithme">Algorithme</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#comment-choisir-la-valeur-de-k">Comment choisir la valeur de <span class="math notranslate nohighlight">\(K\)</span> ?</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#les-avantages-de-lalgorithme-de-k-nn">Les avantages de l’algorithme de <span class="math notranslate nohighlight">\(K\)</span>-NN</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#les-limitations-de-lalgorithme-de-k-nn">Les limitations de l’algorithme de <span class="math notranslate nohighlight">\(K\)</span>-NN</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#exemple-pratique">Exemple pratique</a></li>
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<li class="toctree-l3"><a class="reference internal" href="chapter3.html#lalgorithme-du-perceptron">L’algorithme du Perceptron</a></li>
<li class="toctree-l3"><a class="reference internal" href="chapter3.html#la-regression-logistique">La Régression Logistique</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#la-regression-logistique-binaire">La régression logistique binaire</a></li>
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<li class="toctree-l3"><a class="reference internal" href="chapter3.html#la-fonction-sigmoide-et-ses-proprietes">La fonction Sigmoïde et ses propriétés</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#estimation-du-maximum-de-vraisemblance">Estimation du maximum de vraisemblance</a></li>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#cas-pratique">Cas pratique</a></li>
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<li class="toctree-l3"><a class="reference internal" href="chapter3.html#regression-logistique-multinomiale">Régression logistique multinomiale</a></li>
<li class="toctree-l3"><a class="reference internal" href="chapter3.html#la-fonction-softmax-et-ses-proprietes">La fonction Softmax et ses propriétés</a></li>
<li class="toctree-l3"><a class="reference internal" href="chapter3.html#id2">Estimation du maximum de vraisemblance</a></li>
<li class="toctree-l3"><a class="reference internal" href="chapter3.html#naive-bayes">Naïve Bayes</a><ul>
<li class="toctree-l4"><a class="reference internal" href="chapter3.html#entrainement-du-naive-bayes-exemple-pratique">Entraînement du Naïve Bayes (Exemple Pratique)</a></li>
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<li class="toctree-l1"><a class="reference internal" href="bibliography.html">Bibliography</a></li>
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