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 by
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.
Neural Network Programming with Tensorflow
- About Book
- Who Is This Book For?
- Book Content
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
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