Book Image

Machine Learning with AWS

By : Jeffrey Jackovich, Ruze Richards
Book Image

Machine Learning with AWS

By: Jeffrey Jackovich, Ruze Richards

Overview of this book

<p>Machine Learning with AWS is the right place to start if you are a beginner interested in learning useful artificial intelligence (AI) and machine learning skills using Amazon Web Services (AWS), the most popular and powerful cloud platform. You will learn how to use AWS to transform your projects into apps that work at high speed and are highly scalable. From natural language processing (NLP) applications, such as language translation and understanding news articles and other text sources, to creating chatbots with both voice and text interfaces, you will learn all that there is to know about using AWS to your advantage. You will also understand how to process huge numbers of images fast and create machine learning models.</p> <p>By the end of this book, you will have developed the skills you need to efficiently use AWS in your machine learning and artificial intelligence projects.</p>
Table of Contents (9 chapters)
Machine Learning with AWS
Preface

Extracting and Analyzing Common Themes


You can also utilize Amazon Comprehend to analyze a corpus of archives to locate the normal topics contained inside the corpus. Amazon Comprehend inspects reports in the corpus and, afterward, restores the most noticeable themes and the reports that are related to every subject. Subject displaying is an offbeat procedure: you present an arrangement of records for preparation and later get the outcomes when handling is finished. Amazon Comprehend performs point displaying on huge report sets. For the best results, you ought to incorporate around 1,000 records when you present a subject demonstrating work.

Topic Modeling with Latent Dirichlet Allocation (LDA)

The subjects or common themes of a set of documents can be determined with Amazon Comprehend. For example, you have a movie review website with two message boards, and you want to determine which message board is discussing two newly released movies (one about sport and the other about a political...