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372 lines
12 KiB
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<li class="chapter active" data-level="1.1" data-path="./">
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<a href="./">
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简介
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</a>
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<li class="chapter " data-level="1.2" >
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<span>
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泰坦尼克生还预测
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</span>
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<ul class="articles">
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<li class="chapter " data-level="1.2.1" data-path="titanic/introduction.html">
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<a href="titanic/introduction.html">
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简介
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</a>
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</li>
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<li class="chapter " data-level="1.2.2" data-path="titanic/EDA.html">
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<a href="titanic/EDA.html">
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探索性数据分析(EDA)
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</a>
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</li>
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<li class="chapter " data-level="1.2.3" data-path="titanic/feature engerning.html">
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<a href="titanic/feature engerning.html">
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特征工程
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</a>
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</li>
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<li class="chapter " data-level="1.2.4" data-path="titanic/fit and predict.html">
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<a href="titanic/fit and predict.html">
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构建模型进行预测
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</a>
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</li>
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<li class="chapter " data-level="1.2.5" data-path="titanic/tuning.html">
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调参
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<li class="chapter " data-level="1.3" >
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<span>
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使用强化学习玩乒乓球游戏
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</span>
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<ul class="articles">
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<li class="chapter " data-level="1.3.1" data-path="pingpong/what is reinforce learning.html">
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<a href="pingpong/what is reinforce learning.html">
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什么是强化学习
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</a>
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</li>
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<li class="chapter " data-level="1.3.2" data-path="pingpong/Policy Gradient.html">
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<a href="pingpong/Policy Gradient.html">
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Policy Gradient原理
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</a>
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</li>
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<li class="chapter " data-level="1.3.3" data-path="pingpong/coding.html">
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<a href="pingpong/coding.html">
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使用Policy Gradient玩乒乓球游戏
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</a>
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</li>
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Published with GitBook
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<!-- Title -->
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<h1>
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<i class="fa fa-circle-o-notch fa-spin"></i>
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<a href="." >简介</a>
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</h1>
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</div>
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<section class="normal markdown-section">
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<p>这份资料主要讲解两个实战案例，一个是泰坦尼克生还预测问题( Kaggle 竞赛平台中最经典的入门案例)，另一个是使用 Policy Gradient 实现让程序自己玩雅达利乒乓球游戏。</p>
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<p>泰坦尼克生还预测问题会带您走完整个从刚拿到原始数据到构建模型进行预测的完整流程，您会体会到使用机器学习解决问题并不仅仅是调算法接口那么简单。</p>
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<p>让程序自己玩乒乓球游戏案例会向您详细的介绍什么是强化学习，什么是Policy Gradient以及它的算法原理，并如何根据算法原理实现比较有趣的功能。</p>
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<p>若想要巩固一下所学习到的只是可以进入以下链接进行实战练习：</p>
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<p><strong><a href="https://www.educoder.net/shixuns/kz3fixv9/challenges" target="_blank">https://www.educoder.net/shixuns/kz3fixv9/challenges</a></strong>
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<strong><a href="https://www.educoder.net/shixuns/racsth3x/challenges" target="_blank">https://www.educoder.net/shixuns/racsth3x/challenges</a></strong>
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<strong><a href="https://www.educoder.net/shixuns/5w9fb6hi/challenges" target="_blank">https://www.educoder.net/shixuns/5w9fb6hi/challenges</a></strong>
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<strong><a href="https://www.educoder.net/shixuns/z8flchq9/challenges" target="_blank">https://www.educoder.net/shixuns/z8flchq9/challenges</a></strong></p>
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</section>
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