
Python 深度学习
Deep Learning with Python
Francois Chollet、Matthew Watson · 初版 2017 年
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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
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Deep Learning with Python
Francois Chollet、Matthew Watson · 初版 2017 年
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…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…