Our rich and independent history is filled with innovations, including groundbreaking early access programs, DRM-free ebooks, and live learning projects. appendix B - Running Jupyter notebooks on an EC2 GPU instanceįor over thirty years, Manning Publications has been delivering impeccable quality in tech publishing.appendix A - Installing Keras and its dependencies on Ubuntu.Before we begin: the mathematical building blocks of neural networks.Allaire, and developed the Abstraction and Reasoning Challenge that measures AI skill-acquisition on unknown tasks. François authored Deep Learning with R alongside J.J. François is an AI researcher and Senior Staff Software Engineer at Google. These tools have helped revolutionize and democratize deep learning. His groundbreaking work includes the creation of the Keras deep learning library, and major contributions to the TensorFlow framework. No previous experience with Keras, TensorFlow, or machine learning is required.įrançois Chollet is one of the most important researchers in modern day deep learning. Neural style transfer, text generation, and image generation.Setting up your own deep-learning environment.By the time you finish, you'll have the knowledge and hands-on skills to apply deep learning in your own projects. You'll explore challenging concepts and practice with applications in computer vision, natural-language processing, and generative models. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples. Behind this progress is deep learning-a combination of engineering advances, best practices, and theory that enables a wealth of previously impossible smart applications.ĭeep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. We went from machines that couldn't beat a serious Go player, to defeating a world champion. We went from near-unusable speech and image recognition, to near-human accuracy. Machine learning has made remarkable progress in recent years. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library.

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