1 机器学习入门教材

Machine Learning

Machine Learning

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machine-learning-the-art-and-science-of-algorithms-that-make-sense-of-data/

2 进阶读物

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https://book.douban.com/subject/3294335/

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https://www.amazon.com/Pattern-Recognition-Learning-Information-Statistics/dp/0387310738 image.png
https://www.amazon.com/Pattern-Recognition-Learning-Information-Statistics/dp/0387310738

迁移学习

https://dl.acm.org/citation.cfm?id=1850545

3 重要会议和期刊推荐

3.1 机器学习领域

机器学习领域重要的国际会议

ICML 国际机器学习会议 https://icml.cc
NeurIPS 国际神经信息处理会议 https://nips.cc
COLT 国际学习理论会议 http://learningtheory.org/colt2019/

重要区域性会议

ECML 欧洲机器学习会议 https://www.ecml.at/

ACML 亚洲机器学习会议
http://www.acml-conf.org/2019

机器学习国际学术期刊

Journal of Machine Learing Research www.jmlr.org

Maching Learning

3.2 人工智能领域

人工智能重要会议

IJCAI https://www.ijcai.org

AAAI https://www.aaai.org

人工智能重要期刊

Artificial Intelligence
Journal of Artificial Intelligence Research

3.3 数据挖掘领域

数据挖掘的重要会议

KDD https://www.kdd.org/kdd2019

ICDM icdm2019.bigke.org

数据挖掘重要期刊

ACM Transactions on Knowledge Discovery from data
Data Mining and Knowledge Discovery

3.4 计算机视觉与模式识别

重要会议

CVPR cvpr2019.thecvf.com

重要期刊

IEEE Transactions On Pattern Analysis and Machine Intelligence

3.5 神经网络领域

Neural computation
IEEE Transactions on Neural Networks and learning systems

3.6 统计学领域

Annals of Statistics

3.7 国内机器学习领域

中国机器学习大会CCML
机器学习及其应用研讨会MLA