Book Image

The Applied AI and Natural Language Processing Workshop

By : Krishna Sankar, Jeffrey Jackovich, Ruze Richards
Book Image

The Applied AI and Natural Language Processing Workshop

By: Krishna Sankar, Jeffrey Jackovich, Ruze Richards

Overview of this book

Are you fascinated with applications like Alexa and Siri and how they accurately process information within seconds before returning accurate results? Are you looking for a practical guide that will teach you how to build intelligent applications that can revolutionize the world of artificial intelligence? The Applied AI and NLP Workshop will take you on a practical journey where you will learn how to build artificial intelligence (AI) and natural language processing (NLP) applications with Amazon Web services (AWS). Starting with an introduction to AI and machine learning, this book will explain how Amazon S3, or Amazon Simple Storage Service, works. You’ll then integrate AI with AWS to build serverless services and use Amazon’s NLP service Comprehend to perform text analysis on a document. As you advance, the book will help you get to grips with topic modeling to extract and analyze common themes on a set of documents with unknown topics. You’ll also work with Amazon Lex to create and customize a chatbot for task automation and use Amazon Rekognition for detecting objects, scenes, and text in images. By the end of The Applied AI and NLP Workshop, you’ll be equipped with the knowledge and skills needed to build scalable intelligent applications with AWS.
Table of Contents (8 chapters)
Preface

Introduction

Since 2005, when Amazon formally launched its Elastic Compute Cloud (EC2) web service, cloud computing has grown from a developer service to mission-critical infrastructure. The spectrum of applications is broad—most highly scalable consumer platforms such as Netflix are based on AWS, and so are many pharmaceuticals and genomics, as well as organizations such as the BBC and The Weather Channel, BMW, and Canon. As of January 2020, there are about 143 distinct AWS services spanning 25 categories, from compute and storage to quantum technologies, robotics, and machine learning. In this book, we will cover a few of them, as shown in the following diagram:

Figure 2.1: Amazon AI services covered

a

S3 is the versatile object store that we use to store the inputs to our AI services as well as the outputs from those services. You have been working with S3 since
Chapter 1, An Introduction to AWS.

b
...