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计算机科学急救指南v2026.0.0

机器学习

学习材料

Section titled “学习材料”

参考资料

Section titled “参考资料”

教科书

Section titled “教科书”

中文

Section titled “中文”
  1. [1]
    周志华, 机器学习, 1st ed. 清华大学出版社, 2016. Accessed: Sep. 29, 2026. [Online]. Available: https://www.tup.com.cn/booksCenter/book_06402703.html
  2. [2]
    李航, 机器学习方法, 2nd ed. 清华大学出版社, 2025. Accessed: Sep. 29, 2026. [Online]. Available: https://www.tup.com.cn/bookscenter/book_10948801.html
  3. [3]
    邱锡鹏, 神经网络与深度学习, 1st ed. 机械工业出版社, 2020. Accessed: Sep. 29, 2026. [Paperback]. Available: https://www.cmpedu.com/books/book/5610213.htm
    其它链接：
    免费资源：

英文

Section titled “英文”
  1. [4]
    G. James, D. Witten, T. Hastie, R. Tibshirani, and J. Taylor, An Introduction to Statistical Learning, 1st ed. in Springer Texts in Statistics. Cham: Springer Cham, 2023. doi: 10.1007/978-3-031-38747-0.
    其它链接：
    免费资源：
  2. [5]
    G. James, D. Witten, T. Hastie, and R. Tibshirani, An Introduction to Statistical Learning, 2nd ed. in Springer Texts in Statistics. New York, NY: Springer New York, NY, 2021. doi: 10.1007/978-1-0716-1418-1.
    其它链接：
    免费资源：
  3. [6]
    T. Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical Learning, 2nd ed. in Springer Series in Statistics. New York, NY: Springer New York, NY, 2009. doi: 10.1007/978-0-387-84858-7.
    其它链接：
    免费资源：
  4. [7]
    C. M. Bishop, Pattern Recognition and Machine Learning, 1st ed. in Information Science and Statistics. New York, NY: Springer, 2006. Accessed: Oct. 01, 2026. [Hardcover]. Available: https://link.springer.com/book/9780387310732
    免费资源：
  5. [8]
    I. Goodfellow, Y. Bengio, and A. Courville, Deep Learning. in Adaptive Computation and Machine Learning. The MIT Press, 2016. Accessed: Sep. 29, 2026. [Hardcover]. Available: https://mitpress.mit.edu/9780262337373/deep-learning/
    免费资源：

学习指导

Section titled “学习指导”

中文

Section titled “中文”
  1. [9]
    谢文睿, 秦州, and 贾彬彬, 机器学习公式详解, 2nd ed. 人民邮电出版社, 2023. Accessed: Sep. 29, 2026. [纸书]. Available: https://www.epubit.com/bookDetails?id=UB83084a1de8cbf
    其它链接：
    免费资源：