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.
发表于2024-05-15
Deep Learning with Python 2024 pdf epub mobi 电子书
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~...
评分电子版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,...
评分图书标签: 深度学习 Python 机器学习 人工智能 Keras DeepLearning 计算机 编程
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.
对新手太友好了,两三天看完就可以上手项目了
评分深度学习交给你的不仅仅是技术,还有人是如何认识事物的思想,而这也是与哲学更为接近的一部分,也是更为有趣的地方。越来越发现自然科学与哲学之间存在的千丝万缕联系是如此有趣,这也是我喜欢机器学习、模式识别的原因,超越技术之外的思想可以泛化到对世界的认知,而对“认知”过程和机理的了解则开启了最为奇妙的认知旅程——认识自己,则认识世界。在看过《形而上学》之后,看康德会有不一样的体会,而这些书应该也会为我看《GEB》奠定很好的基础吧。
评分菜鸟在此谢过,您的确很浅出,我去找深入的书了
评分1-4, 平庸,适合复习,不适合初学;5,transfer learning, visualization讲的很好,惜无semantic segmentation等高级话题;7,keras技巧,对于组建DAG型网有用,我的感受是这些技巧对阅读学术论文也有帮助
评分良心之作,适合入门
Deep Learning with Python 2024 pdf epub mobi 电子书