Book Image

Artificial Intelligence By Example

By : Denis Rothman
Book Image

Artificial Intelligence By Example

By: Denis Rothman

Overview of this book

Artificial intelligence has the potential to replicate humans in every field. Artificial Intelligence By Example serves as a starting point for you to understand how AI is built, with the help of intriguing examples and case studies. Artificial Intelligence By Example will make you an adaptive thinker and help you apply concepts to real-life scenarios. Using some of the most interesting AI examples, right from a simple chess engine to a cognitive chatbot, you will learn how to tackle the machine you are competing with. You will study some of the most advanced machine learning models, understand how to apply AI to blockchain and IoT, and develop emotional quotient in chatbots using neural networks. You will move on to designing AI solutions in a simple manner rather than get confused by complex architectures and techniques. This comprehensive guide will be a starter kit for you to develop AI applications on your own. By the end of this book, you will have understood the fundamentals of AI and worked through a number of case studies that will help you develop your business vision.
Table of Contents (19 chapters)

Cloud solutions – AWS

Implementing large number data volumes involves using server resources in one form or the other. We have to use on-premise servers or cloud platforms. In this case, it has been decided to outsource server resources and algorithm development to face a large amount of data billion to train.

Several online cloud services offer the solution to machine learning projects. In this chapter, the project was carried out with AWS SageMaker on an AWS S3 data management platform.

Preparing your baseline model

3,000,000 records containing two features, adding up to a 6,000,000 cell matrix dataset, require mini-batches as defined in the next section through hyperparameters.

In the AWS interface, the size of a...