Book Image

Keras 2.x Projects

By : Giuseppe Ciaburro
Book Image

Keras 2.x Projects

By: Giuseppe Ciaburro

Overview of this book

Keras 2.x Projects explains how to leverage the power of Keras to build and train state-of-the-art deep learning models through a series of practical projects that look at a range of real-world application areas. To begin with, you will quickly set up a deep learning environment by installing the Keras library. Through each of the projects, you will explore and learn the advanced concepts of deep learning and will learn how to compute and run your deep learning models using the advanced offerings of Keras. You will train fully-connected multilayer networks, convolutional neural networks, recurrent neural networks, autoencoders and generative adversarial networks using real-world training datasets. The projects you will undertake are all based on real-world scenarios of all complexity levels, covering topics such as language recognition, stock volatility, energy consumption prediction, faster object classification for self-driving vehicles, and more. By the end of this book, you will be well versed with deep learning and its implementation with Keras. You will have all the knowledge you need to train your own deep learning models to solve different kinds of problems.
Table of Contents (13 chapters)

Classifying sentiment in movie reviews using an RNN

Reviews are now an integral part of the policy of any successful business sector. We're talking about the review of products, or in-depth feedback written by customers after purchasing an item, or reviews of the service offered by the company. While on the one hand, reviews can help those looking to read up before buying, on the other hand, they provide sellers with good ideas on how to improve and make themselves more attractive to customers. But above all, they feed the interaction between users, and consequently the digital word of mouth that can greatly increase a company's ranking on both social and search engines. Getting good reviews online has become crucial if you want to carry on a profitable business, big or small.

In recent years, the online reviews mechanism has radically changed the buying habits of consumers...