Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples. You'll explore challenging concepts and practice with applications in computer vision, natural-lang...
Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples. You'll explore challenging concepts and practice with applications in computer vision, natural-language processing, and generative models. By the time you finish, you'll have the knowledge and hands-on skills to apply deep learning in your own projects.
作者简介
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François Chollet works on deep learning at Google in Mountain View, CA. He is the creator of the Keras deep-learning library, as well as a contributor to the TensorFlow machine-learning framework. He also does deep-learning research, with a focus on computer vision and the application of machine learning to formal reasoning. His papers have been published at major conferences i...
François Chollet works on deep learning at Google in Mountain View, CA. He is the creator of the Keras deep-learning library, as well as a contributor to the TensorFlow machine-learning framework. He also does deep-learning research, with a focus on computer vision and the application of machine learning to formal reasoning. His papers have been published at major conferences in the field, including the Conference on Computer Vision and Pattern Recognition (CVPR), the Conference and Workshop on Neural Information Processing Systems (NIPS), the International Conference on Learning Representations (ICLR), and others.
目录
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PART 1 - FUNDAMENTALS OF DEEP LEARNING
1.What is deep learning?
2.Before we begin: the mathematical building blocks of neural networks
3.Getting started with neural networks
4.Fundamentals of machine learning
PART 2 - DEEP LEARNING IN PRACTICE
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PART 1 - FUNDAMENTALS OF DEEP LEARNING
1.What is deep learning?
2.Before we begin: the mathematical building blocks of neural networks
3.Getting started with neural networks
4.Fundamentals of machine learning
PART 2 - DEEP LEARNING IN PRACTICE
5.Deep learning for computer vision
6.Deep learning for text and sequences
7.Advanced deep-learning best practices
8.Generative deep learning
9.Conclusions
appendix A - Installing Keras and its dependencies on Ubuntu
appendix B - Running Jupyter notebooks on an EC2 GPU instance
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A fantastic book I read these days, not just because the content quality, but also the vision author would like to take us to, the last sentence is remarkable:
1. Staying up to date in a fast-moving f...A fantastic book I read these days, not just because the content quality, but also the vision author would like to take us to, the last sentence is remarkable:
1. Staying up to date in a fast-moving field
2. Practice on real-world problems using Kaggle
3. Read about the latest developments on arXiv
4. Explore the Keras ecosystem(展开)
本书自出版以来收到众多好评，因为是 Keras 作者写的书，所以全书基本围绕着 Keras 讲深度学习的各种实现，从 CNN，RNN到GAN等等，总体偏入门，但也承载着很多作者对深度学习整体性的思考。值得一提的是作者推荐用GPU 跑书中的例子，这不是开玩笑， 用CPU 跑你会感到很绝望的～...
(展开)
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0 有用 马文 2018-09-06 02:09:37
A fantastic book I read these days, not just because the content quality, but also the vision author would like to take us to, the last sentence is remarkable: 1. Staying up to date in a fast-moving f... A fantastic book I read these days, not just because the content quality, but also the vision author would like to take us to, the last sentence is remarkable: 1. Staying up to date in a fast-moving field 2. Practice on real-world problems using Kaggle 3. Read about the latest developments on arXiv 4. Explore the Keras ecosystem (展开)
0 有用 裱糊匠 2018-04-06 13:38:27
扫了一眼 连GPU推荐都写了...薨
0 有用 安分老王 2019-05-15 06:34:52
keras之父的书，简洁易懂
0 有用 all the fish 2018-05-05 19:54:55
intro
0 有用 不是米纳米 2019-06-20 13:21:46
菜鸟在此谢过，您的确很浅出，我去找深入的书了