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<div id='write' class = 'is-node'><h1><a name='header-c1100' class='md-header-anchor '></a>文本数据管理与分析</h1><p>教师：<a href='http://nlp.fudan.edu.cn/xpqiu'>邱锡鹏</a> 微博：<a href='http://weibo.com/xpqiu'>@邱锡鹏</a></p><p>助教：施展、龚经经</p><p>复旦大学 计算机学院 大数据学院</p><h2><a name='header-c1107' class='md-header-anchor '></a>关于本课程</h2><p>本课程讲授和课程实践，使得学生掌握文本数据管理和分析的主要方法，包括文本处理基础、机器学习、自然语言处理、文本挖掘的基本原理以及实践应用等。</p><p></p><h2><a name='header-c1112' class='md-header-anchor '></a>内容</h2><ol><li><p>简介 <a href='ch1.pdf'>slides</a></p></li><li><p>正则表达式 <a href='ch2.pdf'>slides</a> </p><ul><li><p>参考材料</p><ul><li><a href='https://en.wikipedia.org/wiki/Regular_expression'>wiki</a></li><li><a href='https://en.wikipedia.org/wiki/Unicode'>Unicode</a></li></ul></li><li><p>实践</p><ul><li><a href='Java简介.html'>java简介</a></li><li><a href='Java中字符串及正则表达式简介.html'>字符串与正则简介</a></li></ul></li><li><p>练习</p><ul><li><a href='ch2-exercise.html'>ch2-exercise</a></li></ul></li></ul></li><li><p>文本表示与相似度 <a href='ch3.pdf'>slides</a></p><ul><li><p>参考材料</p><ul><li><a href='http://ufldl.stanford.edu/wiki/index.php/%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90'>主成分分析</a></li><li><a href='http://blog.codinglabs.org/articles/pca-tutorial.html'>PCA的数学原理</a></li><li><a href='Sample.html'>SVD&LSA应用简例</a></li></ul></li><li><p>项目作业</p><ul><li>实现ESA、LSA算法</li></ul></li></ul></li><li><p>统计语言模型之N-Gram <a href='ch4.pdf'>slides</a></p><ul><li><p>参考材料</p><ul><li><a href='LMmodel.html'>统计语言模型</a></li></ul></li></ul></li><li><p>文本存储与检索 <a href='ch5.pdf'>slides</a></p></li><li><p>机器学习</p><ul><li><p>参考材料</p><ul><li><a href='./gslt2007.pdf'>Generalized Linear Classifiers in NLP</a></li><li><a href='文本分类.html'>文本分类</a></li><li><a href='序列标注.html'>序列标注</a></li><li><a href='文本聚类.html'>文本聚类</a></li></ul></li><li><p>项目作业</p><ul><li><a href='TextClassifyPrac.html'>文本分类实践</a></li></ul></li></ul></li><li><p>基于深度学习的文本处理</p><ul><li><p>参考材料</p><ul><li>神经网络语言模型
<a href='http://ruder.io/word-embeddings-softmax/index.html' target='_blank' >http://ruder.io/word-embeddings-softmax/index.html</a></li><li>词嵌入
<a href='http://ruder.io/word-embeddings-1/index.html' target='_blank' >http://ruder.io/word-embeddings-1/index.html</a></li></ul></li></ul></li></ol><p></p><h2><a name='header-c1228' class='md-header-anchor '></a>反馈意见</h2><p>如果您有任何意见、评论以及建议，请通过GitHub的<a href='https://github.com/textprocessing/textprocessing.github.io/issues'>Issues</a>页面进行反馈。你的名字将会出现在致谢列表。</p><p>反馈意见包括但不限于：</p><ul><li>打字错误</li><li>描述错误: 比如“感知器是非线性分类器”</li><li>评论</li><li>建议</li></ul><p>非常感谢！</p><p></p><h2><a name='header-c1250' class='md-header-anchor '></a>致谢</h2><p>本页面由<a href='http://www.typora.io/'>Typora</a>编辑。</p></div>
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