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Title: GitHub - NLPPROF/Natural-Language-Processing · GitHub

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Open Graph Description: Contribute to NLPPROF/Natural-Language-Processing development by creating an account on GitHub.

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https://github.com/NLPPROF/Natural-Language-Processing#自然语言处理nlp
https://github.com/NLPPROF/Natural-Language-Processing#主要内容
前言https://github.com/NLPPROF/Natural-Language-Processing#preparation
课程列表https://github.com/NLPPROF/Natural-Language-Processing#curriculum
推荐学习路线https://github.com/NLPPROF/Natural-Language-Processing#learning_route
数学基础初级https://github.com/NLPPROF/Natural-Language-Processing#math_basic
程序语言能力https://github.com/NLPPROF/Natural-Language-Processing#programming_basic
机器学习简介https://github.com/NLPPROF/Natural-Language-Processing#ml_basic
自然语言学习初级https://github.com/NLPPROF/Natural-Language-Processing#nlp_basic
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自然语言处理中级https://github.com/NLPPROF/Natural-Language-Processing#nlp_median
自然语言处理专项领域学习https://github.com/NLPPROF/Natural-Language-Processing#special_learning
https://github.com/NLPPROF/Natural-Language-Processing#前言
https://github.com/NLPPROF/Natural-Language-Processing#课程列表
线性代数http://open.163.com/special/opencourse/daishu.html
Introduction to Linear Algebrahttp://math.mit.edu/~gs/linearalgebra/
链接https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/study-materials/
单变量微积分http://open.163.com/movie/2006/8/M/L/M6GLI5A07_M6GLJH1ML.html
Calculus with Analytic Geometryhttps://www.amazon.com/exec/obidos/ASIN/0070576424/ref=nosim/mitopencourse-20
链接https://ocw.mit.edu/courses/mathematics/18-01-single-variable-calculus-fall-2006/
多变量微积分http://open.163.com/special/opencourse/multivariable.html
Multivariable Calculushttps://www.amazon.com/exec/obidos/ASIN/0130339679/ref=nosim/mitopencourse-20
链接https://ocw.mit.edu/courses/mathematics/18-02-multivariable-calculus-fall-2007/
统计入门http://open.163.com/movie/2011/6/6/0/M82IC6GQU_M83J9IK60.html
链接1http://mooc.guokr.com/course/461/%E6%A9%9F%E7%8E%87/
链接2https://www.youtube.com/watch?v=GwSEguqJj6U&index=1&list=PLtvno3VRDR_jMAJcNY1n4pnP5kXtPOmVk
概率与统计https://www.youtube.com/watch?v=j9WZyLZCBzs&list=PLQ3khvAsNhargDx0dG1cQXOrA2u3JsFKc
Introduction to Probabilityhttps://www.amazon.com/exec/obidos/ASIN/188652923X/ref=nosim/mitopencourse-20
链接https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041-probabilistic-systems-analysis-and-applied-probability-fall-2010/tutorials/
机器学习入门https://www.coursera.org/learn/machine-learning
链接https://www.coursera.org/learn/machine-learning
自然语言处理初级1https://suclass.stanford.edu/courses/Engineering/CS224N/Fall2015/about
Speech and Language Processinghttps://www.amazon.de/o/ASIN/0131873210/
链接http://www.stanford.edu/class/cs224n/syllabus.shtml
自然语言处理初级2http://www.cs.columbia.edu/~cs4705/
链接http://www.cs.columbia.edu/~cs4705/
凸优化1https://lagunita.stanford.edu/courses/Engineering/CVX101/Winter2014/about
Convex Optimizationhttp://www.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf
链接http://stanford.edu/class/ee364a/index.html
机器学习基石https://www.coursera.org/instructor/htlin
Learning from Datahttps://www.amazon.com/gp/product/1600490069
链接https://www.csie.ntu.edu.tw/~htlin/course/mlfound16fall/
机器学习技法https://www.coursera.org/instructor/htlin
链接https://www.csie.ntu.edu.tw/~htlin/course/ml15fall/
深度学习用于自然语言处理https://www.youtube.com/watch?v=kZteabVD8sU&list=PLCJlDcMjVoEdtem5GaohTC1o9HTTFtK7_&index=1
链接http://cs224d.stanford.edu/syllabus.html
Speech and Language Processing (2nd Edition)http://www.cs.colorado.edu/~martin/slp.html
链接http://www.cs.columbia.edu/~mcollins/courses/6998-2012/index.html
https://github.com/NLPPROF/Natural-Language-Processing#推荐学习路线
https://github.com/NLPPROF/Natural-Language-Processing#数学基础初级
线性代数http://open.163.com/special/opencourse/daishu.html
Introduction to Linear Algebrahttp://math.mit.edu/~gs/linearalgebra/
链接https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/study-materials/
单变量微积分http://open.163.com/movie/2006/8/M/L/M6GLI5A07_M6GLJH1ML.html
Calculus with Analytic Geometryhttps://www.amazon.com/exec/obidos/ASIN/0070576424/ref=nosim/mitopencourse-20
链接https://ocw.mit.edu/courses/mathematics/18-01-single-variable-calculus-fall-2006/
多变量微积分http://open.163.com/special/opencourse/multivariable.html
Multivariable Calculushttps://www.amazon.com/exec/obidos/ASIN/0130339679/ref=nosim/mitopencourse-20
链接https://ocw.mit.edu/courses/mathematics/18-02-multivariable-calculus-fall-2007/
统计入门http://open.163.com/movie/2011/6/6/0/M82IC6GQU_M83J9IK60.html
链接1http://mooc.guokr.com/course/461/%E6%A9%9F%E7%8E%87/
链接2https://www.youtube.com/watch?v=GwSEguqJj6U&index=1&list=PLtvno3VRDR_jMAJcNY1n4pnP5kXtPOmVk
概率与统计https://www.youtube.com/watch?v=j9WZyLZCBzs&list=PLQ3khvAsNhargDx0dG1cQXOrA2u3JsFKc
Introduction to Probabilityhttps://www.amazon.com/exec/obidos/ASIN/188652923X/ref=nosim/mitopencourse-20
链接https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041-probabilistic-systems-analysis-and-applied-probability-fall-2010/tutorials/
https://github.com/NLPPROF/Natural-Language-Processing#程序语言能力
链接http://cs231n.github.io/python-numpy-tutorial/
https://github.com/NLPPROF/Natural-Language-Processing#机器学习简介
机器学习入门https://www.coursera.org/learn/machine-learning
链接https://www.coursera.org/learn/machine-learning
https://github.com/NLPPROF/Natural-Language-Processing#自然语言处理学习初级
自然语言处理初级1https://www.youtube.com/watch?v=nfoudtpBV68&list=PLiNErZ5Bus8qNxNsFZFkh-9_CzZRW9iH9
Speech and Language Processinghttps://www.amazon.de/o/ASIN/0131873210/
链接https://suclass.stanford.edu/courses/Engineering/CS224N/Fall2015/about
自然语言处理初级2http://www.cs.columbia.edu/~cs4705/
链接http://www.cs.columbia.edu/~cs4705/
https://github.com/NLPPROF/Natural-Language-Processing#数学和机器学习知识补充
Machine Learninghttps://github.com/JustFollowUs/Machine-Learning
凸优化1https://lagunita.stanford.edu/courses/Engineering/CVX101/Winter2014/about
Convex Optimizationhttp://www.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf
链接http://stanford.edu/class/ee364a/index.html
机器学习基石https://www.coursera.org/instructor/htlin
Learning from Datahttps://www.amazon.com/gp/product/1600490069
链接https://www.csie.ntu.edu.tw/~htlin/course/mlfound16fall/
机器学习技法https://www.coursera.org/instructor/htlin
链接https://www.csie.ntu.edu.tw/~htlin/course/ml15fall/
https://github.com/NLPPROF/Natural-Language-Processing#自然语言处理学习中级
Speech and Language Processing (2nd Edition)http://www.cs.colorado.edu/~martin/slp.html
链接http://www.cs.columbia.edu/~mcollins/courses/6998-2012/index.html
深度学习用于自然语言处理https://www.youtube.com/watch?v=kZteabVD8sU&list=PLCJlDcMjVoEdtem5GaohTC1o9HTTFtK7_&index=1
链接http://cs224d.stanford.edu/syllabus.html
https://github.com/NLPPROF/Natural-Language-Processing#自然语言处理专项领域学习
NLP学习平台https://github.com/keonkim/awesome-nlp
https://github.com/NLPPROF/Natural-Language-Processing#领域会议期刊
ACLhttps://www.aclweb.org/website/
EACLhttp://www.eacl.org/page.php?id=index
EMNLPhttps://www.aclweb.org/website/emnlp
NAACLhttp://naacl.org/
CoNLLhttp://www.conll.org/
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