Beginning Application Development with TensorFlow and Keras: Learn to design,develop,train,and deploy TensorFlow and Keras models as real-world applications
by: Luis Capelo
ISBN-10: 1789537290
ISBN-13: 9781789537291
Released: 2018-05-30
Pages: 148
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 course,you’ll build a Bitcoin application that predicts the future price,based on historic,and freely available information.
This book will also provide you with a blueprint for how to build an application that generates predictions using a deep learning model. From there,you can continue to improve our example model— either by adding more data,computing more features,or changing its architecture—continuously increasing its prediction accuracy,or create a completely new model,changing the core components of the application as you see fit.
Contents
1: INTRODUCTION TO NEURAL NETWORKS AND DEEP LEARNING
2: MODEL ARCHITECTURE
3: MODEL EVALUATION AND OPTIMIZATION
4: PRODUCTIZATION
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
Authors
Luis Capelo
Luis Capelo is a Harvard-trained analyst and a programmer,who specializes in designing and developing data science products. He is based in New York City,America. Luis is the head of the Data Products team at Forbes,where they investigate new techniques for optimizing article performance and create clever bots that help them distribute their content. Luis worked for the United Nations as part of the Humanitarian Data Exchange team (founders of the Center for Humanitarian Data). Later on,he led a team of scientists at the Flowminder Foundation,developing models for assisting the humanitarian community. Luis is a native of Havana,Cuba,and the founder and owner of a small consultancy firm dedicated to supporting the nascent Cuban private sector.
