Hands-On Deep Learning for Images with TensorFlow

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TensorFlow 1.x Deep Learning Cookbook
Antonio Gulli, Amita Kapoor
ISBN: 9781788293594
Install TensorFlow and use it for CPU and GPU operations
Implement DNNs and apply them to solve different AI-driven problems.
Leverage different data sets such as MNIST, CIFAR-10, and Youtube8m with
TensorFlow and learn how to access and use them in your code.
Use TensorBoard to understand neural network architectures, optimize the
learning process, and peek inside the neural network black box.
Use different regression techniques for prediction and classification problems
Build single and multilayer perceptrons in TensorFlow
Implement CNN and RNN in TensorFlow, and use it to solve real-world use
cases.
Learn how restricted Boltzmann Machines can be used to recommend movies.
Understand the implementation of Autoencoders and deep belief networks, and
use them for emotion detection.
Master the different reinforcement learning methods to implement game playing
agents.
GANs and their implementation using TensorFlow.

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