Book

Deep Learning with TensorFlow 2 and Keras

Deep Learning with TensorFlow 2 and Keras, Second Edition teaches deep learning techniques alongside TensorFlow (TF) and Keras. The book introduces neural networks with TensorFlow, runs through the main applications, covers two working example apps, and then dives into TF and cloudin production, TF mobile, and using TensorFlow with AutoML.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

21h32m

Language

English

About Book

Who Is This Book For?

This book is for Python developers and data scientists who want to build machine learning and deep learning systems with TensorFlow. This book gives you the theory and practice required to use Keras, TensorFlow 2, and AutoML to build machine learning systems. Some knowledge of machine learning is expected.

Book content

chapters 21h32m total length

Neural Network Foundations with TensorFlow 2.0

TensorFlow 1.x and 2.x

Regression

Convolutional Neural Networks

Advanced Convolutional Neural Networks

Generative Adversarial Networks

Word Embeddings

Recurrent Neural Networks

Autoencoders

Unsupervised Learning

Reinforcement Learning

TensorFlow and Cloud

TensorFlow for Mobile and IoT and TensorFlow.js

An introduction to AutoML

The Math Behind Deep Learning

Tensor Processing Unit

Related Resources

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