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<h1>Introduction Générale à l’Apprentissage Automatique<a class="headerlink" href="#introduction-generale-a-lapprentissage-automatique" title="Permalink to this heading">¶</a></h1>
<p>Nous parlerons de:</p>
<ul class="simple">
<li><p>Apprentissage Supervisé</p></li>
<li><p>Apprentissage Non-Supervisé</p></li>
<li><p>Les méthodes à noyaux (Kernel methods)</p></li>
<li><p>Apprentissage par Renforcement</p></li>
</ul>
<p>Motivations et les applications pour chaque type d’apprentissage.</p>
<div class="section" id="cest-quoi-apprentissage-automatique">
<h2>C’est quoi Apprentissage Automatique?<a class="headerlink" href="#cest-quoi-apprentissage-automatique" title="Permalink to this heading">¶</a></h2>
<p>Fig. [1.1].</p>
<div class="figure align-default" id="id1">
<span id="type-ai"></span><a class="reference internal image-reference" href="_images/Categories-of-Machine-Learning.jpg"><img alt="_images/Categories-of-Machine-Learning.jpg" src="_images/Categories-of-Machine-Learning.jpg" style="width: 500px;" /></a>
<p class="caption"><span class="caption-number">Fig. 1 </span><span class="caption-text">Les types d’I.A</span><a class="headerlink" href="#id1" title="Permalink to this image">¶</a></p>
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<div class="section" id="convention-mathematiques-pour-le-document">
<h2>Convention Mathématiques pour le document<a class="headerlink" href="#convention-mathematiques-pour-le-document" title="Permalink to this heading">¶</a></h2>
<ul>
<li><p>Les matrices seront notées en lettre <strong>majuscule</strong> et seront mises en
<strong>gras</strong>. Par exemple,</p>
<p><span class="math notranslate nohighlight">\(\mathbf{X}\)</span></p>
</li>
<li><p>Les vecteurs seront notés en lettre <strong>miniscule</strong> et mises en
<strong>gras</strong>. Par exemple,</p>
<p><span class="math notranslate nohighlight">\(\mathbf{x}\)</span>.</p>
</li>
<li><p>Lécriture mathématique de probabilités, espérance seront
respectivement:</p>
<p><span class="math notranslate nohighlight">\(\mathbb{P}\)</span>, <span class="math notranslate nohighlight">\(\mathbb{E}\)</span></p>
</li>
<li><p>Il sera aussi important de ponctuer les équations.</p></li>
<li><p>Numéroter les équations principales.</p></li>
<li><p>Tous les ensemble seront notés en utilisant</p>
<p><span class="math notranslate nohighlight">\(\mathbb{R}\)</span></p>
<p>par example.</p>
</li>
<li><p>les expressions mathématiques qui sont écrites à travers les textes
seront écrites dans</p>
<p><span class="math notranslate nohighlight">\(\operatorname{Prob}\)</span></p>
</li>
<li><p>Si c’est un symbole qui est un vecteur, on écrit (par exemple, si
c’est alpha)</p>
<p><span class="math notranslate nohighlight">\(\boldsymbol{\alpha}\)</span></p>
<p>par exemple.</p>
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<li><a class="reference internal" href="#">Introduction Générale à l’Apprentissage Automatique</a><ul>
<li><a class="reference internal" href="#cest-quoi-apprentissage-automatique">C’est quoi Apprentissage Automatique?</a></li>
<li><a class="reference internal" href="#convention-mathematiques-pour-le-document">Convention Mathématiques pour le document</a></li>
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