Krishna Sankar - The Applied AI and Natural Language Processing Workshop: Explore practical ways to transform your simple projects into powerful intelligent applications
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With the help of engaging activities, learn how to leverage Amazon Web Services for building serverless intelligent applications that can process information in no time
Key Features- Learn how to integrate Amazons Simple Storage Services with AI and NLP projects
- Get to grips with serverless computing and its applications
- Create intelligent applications such as chatbots and image recognition models
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. Youll then integrate AI with AWS to build serverless services and use Amazons 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. Youll 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, youll be equipped with the knowledge and skills needed to build scalable intelligent applications with AWS.
What you will learn- Grasp the fundamentals of AI, ML, and AWS
- Explore the AWS command line, its interface, and its applications
- Import and export data to Amazon S3
- Perform topic modeling on a set of documents to analyze common themes
- Develop a custom chatbot to get the latest stock market quotes
- Create a personal call center and connect it to the chatbot
If you are a machine learning enthusiast, data scientist, or programmer who wants to explore AWSs artificial intelligence and machine learning capabilities, this book is for you. Although not necessary, a basic understanding of AI and NLP will assist with grasping key topics quickly.
Table of Contents- An Introduction to AWS
- Analyzing Documents and Text with Natural Language Processing
- Topic Modeling and Theme Extraction
- Conversational Artificial Intelligence
- Using Speech with the Chatbot
- Computer Vision and Image Processing
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Explore practical ways to transform your simple projects into powerful intelligent applications
Krishna Sankar, Jeffrey Jackovich, and Ruze Richards
Copyright 2020 Packt Publishing
All rights reserved. No part of this course may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, without the prior written permission of the publisher, except in the case of brief quotations embedded in critical articles or reviews.
Every effort has been made in the preparation of this course to ensure the accuracy of the information presented. However, the information contained in this course is sold without warranty, either express or implied. Neither the authors, nor Packt Publishing, and its dealers and distributors will be held liable for any damages caused or alleged to be caused directly or indirectly by this course.
Packt Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this course by the appropriate use of capitals. However, Packt Publishing cannot guarantee the accuracy of this information.
Authors: Krishna Sankar, Jeffrey Jackovich, and Ruze Richards
Reviewers: Ridhima Garg, Sasikant Kotti, Ankit Malik, Sagnik Pal, Robert Ridley, and Dr. Priyanka Singh
Managing Editor: Pournami Jois
Acquisitions Editors: Sneha Shinde, Anindya Sil, Archie Vankar, and Karan Wadekar
Production Editor: Shantanu Zagade
Editorial Board: Megan Carlisle, Mahesh Dhyani, Heather Gopsill, Manasa Kumar, Alex Mazonowicz, Bridget Neale, Dominic Pereira, Shiny Poojary, Abhishek Rane, Brendan Rodrigues, Erol Staveley, Ankita Thakur, Nitesh Thakur, and Jonathan Wray
First published: July 2020
Production reference: 1240720
ISBN: 978-1-80020-874-2
Published by Packt Publishing Ltd.
Livery Place, 35 Livery Street
Birmingham B3 2PB, UK
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.
If you are a machine learning enthusiast, data scientist, or programmer who wants to explore AWS's artificial intelligence and machine learning capabilities, this book is for you. Although not necessary, a basic understanding of AI and NLP will assist with grasping key topics quickly.
Chapter 1, An Introduction to AWS, introduces you to the AWS interface. You will learn how to use Amazon's Simple Storage Service as well as test the NLP interface with the Amazon Comprehend API.
Chapter 2, Analyzing Documents and Text with Natural Language Processing, introduces the set of AWS AI services and the emerging computing paradigm that is serverless computing. You will then apply NLP and the Amazon Comprehend service to analyze documents.
Chapter 3, Topic Modeling and Theme Extraction, describes the basics of topic modeling analysis and you will learn how to extract and analyze common themes using topic modeling with Amazon Comprehend.
Chapter 4, Conversational Artificial Intelligence
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