nl8590687 / Machine Learning Tutorial Chinese
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专门面向中文用户的机器学习相关的学习资料大集合
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Machine-Learning-Tutorial-Chinese
专门面向中文用户的机器学习相关的学习资料大集合
任何学习教程的不在数量多,而在质量精,几个优秀的、经典的教程学完吃透,比天天下载收藏一堆花里胡哨的资源帖却很少看要来的更实在。作者在这里集合一批优质的、并且对中文用户友好的各类机器学习相关的学习资料,希望能对大家的学习工作起到一定的帮助。
欢迎各位大虾随时来补充和更新~
也欢迎各位同学一起加群学习交流,提供资源下载,加入QQ群:894112051,加入微信群请先加微信 ailemon-me,并注明来自GitHub学习资料项目,稍后会拉您入群。
机器学习基础知识教程
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机器学习 - 吴恩达 Coursera视频课程 中文字幕
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斯坦福大学公开课 :机器学习课程 中文字幕
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书籍
- 《机器学习》 周志华 清华大学出版社
- 《统计学习方法》 李航 清华大学出版社
- 《统计学习方法(第二版)》 李航 清华大学出版社 (2019年5月1日出版)
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其他推荐的英文课程
深度学习基础知识教程
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深度学习工程师 - 吴恩达 - 网易公开课 中文字幕
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书籍
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《动手深度学习》 MXNet Community 人民邮电出版社
官网 | 在线阅读 | 在线视频课程目录 | GitHub仓库 | GitHub仓库(英文) | 中文PDF版下载(GitHub)
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Pattern Recognition and Machine Learning (PRML)
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花书:《Deep Learning / 深度学习》 [美]伊恩·古德费洛(Ian Goodfellow)等 著 赵申剑等 译 中国工信出版集团 人民邮电出版社
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其他推荐的英文课程
编程语言及计算机学科基础知识
- Python3 学习教程:
- 廖雪峰的Python3教程
- Python语言程序设计 - 中国大学MOOC 北京理工大学计算机课程 (国家精品课)
- C/C++ 学习资料:
- 书籍:《C Primer Plus》 《C++ Primer》
- 数据结构和算法:
- 书籍:《数据结构(清华版)》《算法(普林斯顿大学版)》《算法导论》《剑指Offer》
- 做题:LeetCode、牛客网
计算机视觉
- CS231n: CS231n: Convolutional Neural Networks for Visual Recognition CS231n计算机视觉课程 网易云课堂
- 书籍
- 《计算机视觉》 贾云德
语音识别
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书籍
- 《语音识别——原理与应用》 洪青阳 李琳 著 中国工信出版集团 电子工业出版社
- 《解析深度学习——语音识别实践》 【美】俞栋 邓力 著 电子工业出版社
- 《Kaldi语音识别实战》 陈果果 都家宇 那兴宇 张俊博 著 中国工信出版集团 电子工业出版社
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相关GitHub仓库
数据挖掘
- 书籍
- 《数据挖掘:概念与技术》 韩家炜 机械工业出版社
- 《数据挖掘导论》 Pang-Ning Tan 人民邮电出版社
自然语言处理
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