Book

Neural Network Programming with Tensorflow

If you’re aware of the buzz surrounding the terms such as machine learning, artificial intelligence or deep learning, you might know what neural networks are. TensorFlow is a popular framework which can be used to implement efficient neural networks and deep learning models. This book will show you how to leverage the power of TensorFlow to train efficient neural networks. You will start with understanding the fundamentals and basic math for neural networks and why TensorFlow is a popular choice of tool for programming neural networks. During the course of the book, you will be working on real-world datasets to get a hands-on understanding of neural network programming. By the end of this book, you will have a fair understanding of how you can leverage the power of TensorFlow to train neural networks of varying complexities, without any hassle. While you are learning about various neural network implementations you will learn the underlying mathematics and linear algebra and how it maps to the appropriate TensorFlow constructs.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

9h8m

Language

English

About Book

Who Is This Book For?

This book is meant for developers with a statistical background who want to work with neural networks. Though we will be using TensorFlow as the underlying library for neural networks, book can be used as a generic resource to bridge the gap between the math and the implementation of deep learning. If you have some understanding of Tensorflow and Python and want to learn what happens at a level lower than the plain API syntax, this book is for you.

Book content

chapters 9h8m total length

Maths for Neural Networks

Deep Feedforward Networks

Optimization for Neural Networks

Convolutional Neural Networks

Recurrent Neural Networks

Generative Models

Deep Belief Networks

Autoencoders

Deeplearning Research and Summary

Appendix - Getting Started with Tensorflow

Related Resources

Access Ready-to-Use Books for Free!

Get instant access to a library of pre-built books—free trial, no credit card required. Start training your team in minutes!

No credit card required