《Python 深度学习》封面

Python 深度学习

Deep Learning with Python

Francois Chollet、Matthew Watson · 初版 2017 年

36人推荐
53位读者提及
64次提及

为什么值得读

  • 包含训练各类神经网络的详尽可用代码
  • 脉络清晰连贯,兼顾工程实践与前瞻思考
  • 被读者赞誉为大师级的计算机技术经典

Hacker News 上怎么说

  • …和 NLP。去动手玩玩权重正则化(weight regularization)、batch norm 和 group norm,试试不同的学习率等等。如果你真想深入底层,也去学学 CUDA 编程。我个人非常喜欢 Chollet 写的《Deep Learning with Python》。学完那些之后,就看你自己想专攻什么了。时间序列、图模型、强化学习——整个领域早就远远超出了简单的图像分类。祝好运!

    …and NLP. Play with weight regularization, batch norm and group norm, different learning rates, etc. If you really want to get deep into things, learn some CUDA programming too. I really like Chollet’s Deep Learning with Python. After that, do what you want to do. Time series, graphical models, reinforcement learning— the field’s exploded beyond simple image classification. Good luck!

  • Keras 作者 François Chollet 写的《Deep Learning with Python》将于 12 月 20 日全书定稿并正式出版:https://www.manning.com/books/deep-learning-with-python 目前放出来的章节质量极高,展望章节被广泛……

    Francois Cholet (author of Keras)'s Deep Learning with Python will be complete and fully published on the 20th of December: https://www.manning.com/books/deep-learning-with-python The chapters released so far are very good, the outlook chapters were extensively…

  • > 我到底该选 PyTorch 还是 Keras?我知道这有点偏题,但选 Keras 绝对不会踩坑。Keras 之父 François Chollet 写的《Deep Learning with Python》完全是 Kernighan 那个水准的神作。这种级别的书一二十年才出一本。不过如果你决定选它,千万别照搬它里面关于……

    > What should I choose, pytorch or keras? I know this is off-topic, but you can't go wrong with Keras. "Deep Learning with Python" by Francois Chollet (the creator of Keras) is a Kernighan-level book. A book like this comes around once a decade (or two). If you decide to go for it though, make sure you don't follow its instructions…

  • 我非常喜欢 François Chollet(Keras 之父)写的《Deep Learning with Python》https://www.manning.com/books/deep-learning-with-python。整本书非常优秀、逻辑连贯,还附带训练各种神经网络的可用代码。

    I loved Deep Learning with Python by François Chollet -- the creator of Keras https://www.manning.com/books/deep-learning-with-python An excellent, coherent overview with working code to train a variety of neural networks.

  • 我手头有《Deep Learning with Python》(Chollet,第一版)和《Hands-On Machine Learning》(Géron,第一版)。两本书都强烈推荐。《Introduction to Statistical Learning》网上也有免费的在线版:http://faculty.marshall.usc.edu/gareth-james/ISL/…

    I have Deep Learning with Python (Chollet, first edition) and Hands-On Machine Learning (Géron, first edition). Both books are highly recommended. Introduction to Statistical Learning is also available for free online: http://faculty.marshall.usc.edu/gareth-james/ISL/…

  • 我强烈建议读一遍 François Chollet 写的《Deep Learning with Python》[1]。书里的技术概念讲得透彻极了,而且既然你已经读完了《Modern AI》,理解它们完全不是问题。这是一本实操性极强的书,等你读完……

    I would highly recommend going through François chollet's Deep Learning with Python[1] book. The technical concepts are explained very well and since you have gone through the Modern AI book you won't have an issue understanding them. It's a very hands-on book and by the time you finish…

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