Book Image

Artificial Intelligence By Example - Second Edition

By : Denis Rothman
Book Image

Artificial Intelligence By Example - Second Edition

By: Denis Rothman

Overview of this book

AI has the potential to replicate humans in every field. Artificial Intelligence By Example, Second Edition serves as a starting point for you to understand how AI is built, with the help of intriguing and exciting examples. This book will make you an adaptive thinker and help you apply concepts to real-world scenarios. Using some of the most interesting AI examples, right from computer programs such as a simple chess engine to cognitive chatbots, 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 Internet of Things (IoT), and develop emotional quotient in chatbots using neural networks such as recurrent neural networks (RNNs) and convolutional neural networks (CNNs). This edition also has new examples for hybrid neural networks, combining reinforcement learning (RL) and deep learning (DL), chained algorithms, combining unsupervised learning with decision trees, random forests, combining DL and genetic algorithms, conversational user interfaces (CUI) for chatbots, neuromorphic computing, and quantum computing. By the end of this book, you will understand the fundamentals of AI and have worked through a number of examples that will help you develop your AI solutions.
Table of Contents (23 chapters)
21
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22
Index

CRLMM applied to an automated apparel manufacturing process

With an automated planning and scheduling system, not an advanced planning and scheduling system, Amazon has brought apparel manufacturing closer to the consumer.

Artificial intelligence will boost existing processes. In this section, an RL-DL-CRLMM system will optimize an apparel manufacturing process.

An apparel manufacturing process

Amazon's apparel manufacturing patent can be summarized as follows:

  • P1: Grouping apparel customer orders by products and sizes. This process has been around since the origins of industrial apparel manufacturing centuries ago.
  • P2: Automatically cutting lays. A lay is a stack of pieces of cloth. It is like cutting a circle in a stack (lay) of several pieces of paper at the same time.
  • P3: Moving the packs of the parts of clothing to the assembly lines on conveyor belts (see Chapter 10, Conceptual Representation Learning).
  • P4: Other operations depending...