
Before we begin: the mathematical building blocks of neural networks.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. He also does deep-learning research, with a focus on computer vision and the application of machine learning to formal reasoning.
He is the creator of the Keras deep-learning library, as well as a contributor to the TensorFlow machine-learning framework. No previous experience with Keras, TensorFlow, or machine learning is required.įrançois Chollet works on deep learning at Google in Mountain View, CA. 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.
Product Dimensions: 7.4 x 0.8 x 9.2 inchesĭeep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library.Publisher: Manning Publications 1st edition (December 22, 2017).