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机器读心术之文本挖掘与自然语言处理 炼数成金机器学习视频教程 文本挖掘教程
===============课程目录===============
│ ├<1>
│ │ ├NLP01.pdf
│ │ ├NLP0视频部分
│ │ ├统计自然语言处理基础.pdf
│ │ ├形式语言与自动机理论.pdf
│ │ ├自然语言处理综论.pdf
│ │ └宗成庆统计自然语言处理 .pdf
│ ├<2>
│ │ ├Error-tolerant Finite State Recognition.pdf
│ │ ├NLP02.pdf
│ │ ├NLP02视频部分
│ │ └Tagging with Finite-State Transducers.pdf
│ ├<3>
│ │ ├icslp2002-srilm.pdf
│ │ ├NLP03.pdf
│ │ └NLP03视频部分
│ ├<4>
│ │ ├crf-tutorial.pdf
│ │ ├nips01-discriminativegenerative.pdf
│ │ ├NLP04.pdf
│ │ ├NLP04视频部分
│ │ ├概率论与数理统计 第四版.pdf
│ │ └概率图模型原理与技术.pdf
│ ├<5>
│ │ ├EM算法详细例子及推导.pdf
│ │ ├hhmm.pdf
│ │ ├htk.rar
│ │ ├HTK.zip
│ │ ├NLP05.pdf
│ │ ├NLP05视频部分
│ │ └The-EM-algorithm.pdf
│ ├<6>
│ │ ├Conditional Random Fields An Introduction.pdf
│ │ ├crf.pdf
│ │ ├maxent.pdf
│ │ ├maxent_adwait97.pdf
│ │ ├Maximum Entropy Markov Models for Information Extraction and Segmentation.pdf
│ │ ├NLP06.pdf
│ │ ├NLP06视频部分
│ │ ├条件随机场综述.pdf
│ │ └统计学习方法.pdf
│ ├<7>
│ │ ├ActivePerl-5.22.1.2201-MSWin32-x86-64int-299574.msi
│ │ ├conlleval.pl
│ │ ├CRF++-0.58.zip
│ │ ├CRF++工具包使用介绍.ppt
│ │ ├CRF++使用指南.docx
│ │ ├NLP07.pdf
│ │ ├NLP07视频部分
│ │ └基于条件随机场的中文人名性别识别研究.doc
│ ├<8>
│ │ ├A Character-Based Joint Model for Chinese Word Segmentation.pdf
│ │ ├A Fast Decoder for Joint Word Segmentation and POS-Tagging Using a Single Discriminative Model.pdf
│ │ ├Chinese Segmentation with aWord-Based Perceptron Algorithm.pdf
│ │ ├Discriminative Training Methods for Hidden Markov Models Theory and Experiments with Perceptron Algorithms.pdf
│ │ ├Integrating Generative and Discriminative Character-Based Models for Chinese Word Segmentation.pdf
│ │ ├NLP08.pdf
│ │ ├NLP08视频部分
│ │ ├Syntactic Processing Using the GeneralizedPerceptron and Beam Search.pdf
│ │ ├Which is More Suitable for Chinese Word Segmentation the Generative Model or the Discriminative One.pdf
│ │ ├对自动分词的反思.pdf
│ │ ├基于N-最短路径方法的中文词语粗分模型.pdf
│ │ ├由字构词——中文分词新方法.pdf
│ │ ├中文分词十年回顾.pdf
│ │ └中文文本自动分词和标注_刘开瑛.pdf
│ ├<9>
│ │ ├NLP09.pdf
│ │ ├NLP09视频部分
│ │ └汉语问答系统关键技术研究_吴友政.pdf
│ ├<分词算法>
│ │ ├语料库.mp4
│ │ ├语料库建设.pdf
│ │ └<icwb2-data>
│ ├<10>
│ │ ├LDA及Gibbs-Sampling-yangliuy.pdf
│ │ ├LDA数学八卦.pdf
│ │ ├NLP10.pdf
│ │ ├NLP10视频部分
│ │ ├Parameter estimation for text analysis.pdf
│ │ ├PLSA及EM算法-yangliuy.pdf
│ │ ├Unsupervised Learning by Probabilistic Latent Semantic Analysis.pdf
│ │ └一种自适应词性标注方法.pdf
│ ├<11>
│ │ ├A Sentimental Education Sentiment Analysis Using Subjectivity Summarization Based on Minimum Cuts.pdf
│ │ ├Joint Sentiment Topic Model for Sentiment Analysis.pdf
│ │ ├NLP11.pdf
│ │ ├NLP11视频部分
│ │ ├pcfgs.pdf
│ │ ├Thumbs up Sentiment Classification using Machine Learning Techniques.pdf
│ │ ├Using_appraisal_groups_for_sentiment_analysis.pdf
│ │ └第11课作业素材.zip
│ ├<12>
│ │ ├A Hybrid Approach to Chinese Base Noun Phrase Chunking.pdf
│ │ ├Catching the Drift Probabilistic Content Models.pdf
│ │ ├Centroid-based summarization of multiple documents.pdf
│ │ ├Coreference Resolution Current Trends and Future Directions.pdf
│ │ ├Fast Methods for Kernel-based Text Analysis.pdf
│ │ ├First-Order Probabilistic Models for Coreference Resolution.pdf
│ │ ├LATENT DIRICHLET LEARNING FOR DOCUMENT SUMMARIZATION.pdf
│ │ ├Layer-Based Dependency Parsing.pdf
│ │ ├NLP12.pdf
│ │ ├NLP12视频部分
│ │ ├Non-projective Dependency Parsing using Spanning Tree Algorithms.pdf
│ │ ├Online Large-Margin Training of Dependency Parsers.pdf
│ │ ├Sentence Fusion for Multidocument News Summarization.pdf
│ │ ├Shallow Parsing with Conditional Random Fields.pdf
│ │ ├Use of Support Vector Learning for Chunk Identification.pdf
│ │ ├基于潜在语义分析的单文本自动摘要方法研究.pdf
│ │ ├基于潜在语义索引的文本摘要方法.PDF
│ │ ├文档摘要作业素材.zip
│ │ └指代消解综述.pdf
│ ├<13>
│ │ ├A STATISTICAL APPROACH TO MACHINE TRANSLATION.pdf
│ │ ├A Statistical MT Tutorial Workbook.pdf
│ │ ├A Survey on Question and Answering Systems.pdf
│ │ ├Building Watson.pdf
│ │ ├Discriminative Training and Maximum Entropy Models for Statistical Machine Translation.pdf
│ │ ├Erratum to A Statistical Approach to Machine Translation.pdf
│ │ ├HMM-Based Word Alignment in Statistical Translation.pdf
│ │ ├NLP13.pdf
│ │ ├NLP13a.mp4
│ │ ├NLP13b.mp4
│ │ ├NLP13c.mp4
│ │ ├NLP13d.mp4
│ │ ├NLP13e.mkv
│ │ ├NLP13f.mp4
│ │ ├NLP13g.mp4
│ │ ├NLP13h.mp4
│ │ ├Statistical Machine Translation -Koehn.pdf
│ │ ├The Mathematics of Statistical Machine Translation Parameter Estimation.pdf
│ │ ├谷歌翻译.pdf
│ │ ├基于FAQ的OTC问答系统的设计与实现.pdf
│ │ ├刘群-机器翻译原理与方法讲义(03)基于词的统计机器翻译方法.pdf
└ └ └微信聊天机器配置流程.pdf
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