Book Image

What's New in TensorFlow 2.0

By : Ajay Baranwal, Alizishaan Khatri, Tanish Baranwal
Book Image

What's New in TensorFlow 2.0

By: Ajay Baranwal, Alizishaan Khatri, Tanish Baranwal

Overview of this book

TensorFlow is an end-to-end machine learning platform for experts as well as beginners, and its new version, TensorFlow 2.0 (TF 2.0), improves its simplicity and ease of use. This book will help you understand and utilize the latest TensorFlow features. What's New in TensorFlow 2.0 starts by focusing on advanced concepts such as the new TensorFlow Keras APIs, eager execution, and efficient distribution strategies that help you to run your machine learning models on multiple GPUs and TPUs. The book then takes you through the process of building data ingestion and training pipelines, and it provides recommendations and best practices for feeding data to models created using the new tf.keras API. You'll explore the process of building an inference pipeline using TF Serving and other multi-platform deployments before moving on to explore the newly released AIY, which is essentially do-it-yourself AI. This book delves into the core APIs to help you build unified convolutional and recurrent layers and use TensorBoard to visualize deep learning models using what-if analysis. By the end of the book, you'll have learned about compatibility between TF 2.0 and TF 1.x and be able to migrate to TF 2.0 smoothly.
Table of Contents (13 chapters)
Title Page

About the reviewers

Jay Kim is an experienced data scientist who has broad experience in data science, AI, machine learning, deep learning, and statistical analysis. He has broad experience in various industries, such as utilities, the automotive sector, manufacturing, commercial, and research.

 

Narotam Singh has been actively involved in various technical programs and the training of Government of India (GoI) officers in the fields of information technology and communication. He did his master's degree in the field of electronics, and graduated with honors in physics. He also holds a diploma in computer engineering and a postgraduate diploma in computer applications. Presently, he works as a freelancer. He has many research publications to his name and is also a technical reviewer of various books. His present research interests involve artificial intelligence, machine learning, deep learning, robotics, and spirituality.