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

Serverless Computing

Serverless computing is a relatively new architecture that takes a different spin on the cloud application architecture. Let's start with a traditional on-premise server-based architecture.

Usually, a traditional application architecture starts with a set of computer hardware, a host operating system, virtualization, containers, and an application stack consisting of libraries and frameworks tied together by networking and storage. On top of all this, we write business logic. In essence, to maintain a business capability, we have to maintain the server hardware, operating system patches, updates, library updates, and so forth. We also have to worry about scalability, fault tolerance, and security at the least.

With cloud computing, the application architecture is free of computer hardware as well as having elasticity. We still have to maintain the OS, libraries, patches, and so on. This where serverless computing comes in—in the words of...