Deep Learning with Python, Second Edition 在線電子書 圖書標籤: DeepLearning Python DataScience 機器學習實踐 機器學習 2020 數學和計算機
發表於2025-02-01
Deep Learning with Python, Second Edition 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2025
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 AI research, with a focus on abstraction and 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.
Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. You’ll learn directly from the creator of Keras, François Chollet, building your understanding through intuitive explanations and practical examples. Updated from the original bestseller with over 50% new content, this second edition includes new chapters, cutting-edge innovations, and coverage of the very latest deep learning tools. 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.
what's inside
Deep learning from first principles
Image-classification, imagine segmentation, and object detection
Deep learning for natural language processing
Timeseries forecasting
Neural style transfer, text generation, and image generation
第一次写书评,因为第一次看技术书感觉大有收获(也许是我看的不多)。 我之前学过c++,用python做过大作业,所以一开始用这本书感觉刚好,如果没有python基础,那可能不太适合。 这本书一个最大的优点就是可以实际上手,加深自己的理解,在上手的过程中,也越发理解到深度学习...
評分这本书从6月11号那天老板递到我手里,到今天刚好六周,在这期间我逐字逐句地啃了这本书,并在每周的周二和周五下午给组里的其他人讲这本书,每次讲3个小时。直到五分钟前刚刚讲完最后一章,写了175页的PPT。 感想从何谈起呢?先说Keras吧,这本书的作者是Keras的作者,所以本书...
評分这本书从6月11号那天老板递到我手里,到今天刚好六周,在这期间我逐字逐句地啃了这本书,并在每周的周二和周五下午给组里的其他人讲这本书,每次讲3个小时。直到五分钟前刚刚讲完最后一章,写了175页的PPT。 感想从何谈起呢?先说Keras吧,这本书的作者是Keras的作者,所以本书...
評分电子版8.4节,从300页开始出现了一个明显的错误,包括代码在内。 原文及代码中 decoder 使用 z = z_mean + exp(z_log_variance) * epsilon 生成 latent space 中的一个点,再依靠这些点的分布生成图像,这实际是对原图像分布的还原过程。 高斯分布可以使用 N~(μ, σ) 来描述,...
評分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~...
Deep Learning with Python, Second Edition 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2025