You're reading from Artificial Intelligence with Python Your complete guide to building intelligent apps using Python 3.x

Product type Paperback

Published in Jan 2020

Publisher Packt

ISBN-13 9781839219535

Length 618 pages

Edition 2nd Edition

Languages

Python

Tools

TensorFlow

Concepts

Artificial Intelligence

Authors (2):

Prateek Joshi

Alberto Artasanchez

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Table of Contents (26) Chapters

Preface

1. Introduction to Artificial Intelligence

2. Fundamental Use Cases for Artificial Intelligence FREE CHAPTER

3. Machine Learning Pipelines

4. Feature Selection and Feature Engineering

5. Classification and Regression Using Supervised Learning

6. Predictive Analytics with Ensemble Learning

7. Detecting Patterns with Unsupervised Learning

8. Building Recommender Systems

9. Logic Programming

10. Heuristic Search Techniques

11. Genetic Algorithms and Genetic Programming

12. Artificial Intelligence on the Cloud

13. Building Games with Artificial Intelligence

14. Building a Speech Recognizer

15. Natural Language Processing

16. Chatbots

17. Sequential Data and Time Series Analysis

18. Image Recognition

19. Neural Networks

20. Deep Learning with Convolutional Neural Networks

21. Recurrent Neural Networks and Other Deep Learning Models

22. Creating Intelligent Agents with Reinforcement Learning

23. Artificial Intelligence and Big Data

24. Other Books You May Enjoy

25. Index

Artificial Intelligence on the Cloud

In this chapter, we are going to learn about the cloud and artificial intelligence workloads on the cloud. We will discuss the benefits and the risks of migrating AI projects to the cloud. We will also learn about the offerings provided by the major cloud providers. We will learn about the services and features that they offer and hopefully get an understanding of why those providers are the market leaders.

By the end of this chapter, you will have a better understanding of the following:

The benefits, risks, and costs of migrating to the cloud
Fundamental cloud concepts such as elasticity
The top cloud providers
Amazon Web Services:
- Amazon SageMaker
- Alexa, Lex, and Polly – conversational agents
- Amazon Comprehend – natural language processing
- Amazon Rekognition – image and video
- Amazon Translate
- Amazon machine learning
- Amazon Transcribe – transcription
- Amazon Textract – document analysis