Beginning Application Development with TensorFlow and Keras

Learn to design, develop, train, and deploy TensorFlow and Keras models as real-world applications

Nonfiction, Computers, Programming, Programming Languages, General Computing
Cover of the book Beginning Application Development with TensorFlow and Keras by Luis Capelo, Packt Publishing
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Author: Luis Capelo ISBN: 9781789539226
Publisher: Packt Publishing Publication: May 30, 2018
Imprint: Packt Publishing Language: English
Author: Luis Capelo
ISBN: 9781789539226
Publisher: Packt Publishing
Publication: May 30, 2018
Imprint: Packt Publishing
Language: English

You need much more than imagination to predict earthquakes and detect brain cancer cells. Become an expert in designing and deploying TensorFlow and Keras models, and generate insightful predictions with the power of deep learning.

Key Features

  • Cover the basics of neural networks and choose the right model architecture
  • Make predictions with a trained model and get to grips with TensorBoard
  • Evaluate metrics and techniques and deploy a model as a web application

Book Description

With this book, you’ll learn how to train, evaluate and deploy Tensorflow and Keras models as real-world web applications. After a hands-on introduction, you’ll use a sample model to explore the details of deep learning, selecting the right layers that can solve a given problem. By the end of the book, you’ll build a Bitcoin application that predicts the future price, based on historic, and freely available information.

What you will learn

  • Set up a deep learning programming environment
  • Explore the common components of a neural network and its essential operations
  • Prepare data for a deep learning model- Deploy model as an interactive web application, with Flask and a HTTP API
  • Use Keras, a TensorFlow abstraction library
  • Explore the types of problems addressed by neural networks

Who this book is for

This book is ideal for experienced developers, analysts, or a data scientists, who want to develop applications using TensorFlow and Keras. This rapid hands-on course quickly shows you how to get to grips with TensorFlow in the context of real-world application development. We assume that you are familiar with Python and have a basic knowledge of web application development. If you have a background in linear algebra, probability, and statistics, you will easily grasp concepts that are discussed in the book.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

You need much more than imagination to predict earthquakes and detect brain cancer cells. Become an expert in designing and deploying TensorFlow and Keras models, and generate insightful predictions with the power of deep learning.

Key Features

Book Description

With this book, you’ll learn how to train, evaluate and deploy Tensorflow and Keras models as real-world web applications. After a hands-on introduction, you’ll use a sample model to explore the details of deep learning, selecting the right layers that can solve a given problem. By the end of the book, you’ll build a Bitcoin application that predicts the future price, based on historic, and freely available information.

What you will learn

Who this book is for

This book is ideal for experienced developers, analysts, or a data scientists, who want to develop applications using TensorFlow and Keras. This rapid hands-on course quickly shows you how to get to grips with TensorFlow in the context of real-world application development. We assume that you are familiar with Python and have a basic knowledge of web application development. If you have a background in linear algebra, probability, and statistics, you will easily grasp concepts that are discussed in the book.

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