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

Index

Symbols

2D convolution layer

adding 211

kernel 211, 212

shape 216

A

absolute error 118

activation function 341, 342

activation functions 216

Adam optimizer 226, 227

adaptive moment estimation (Adam) 226

adaptive thinker

becoming 5

affirmation

example 410

agent 5

creating, to learn Dialogflow 378, 379

fulfillment functionality, adding to 393, 394

AI

as frontier 136

disruption 123

emergency, in recent years 125

innovation 123

mathematical theories 124

public awareness 126

algorithm cell 457, 458

apparel conveyor belt processing 272

apparel manufacturing process 268, 269

artificial hybrid neural networks

about 460

LSTM, building

model, goal

artificial neural networks (ANNs)

about 206

automated apparel manufacturing process

CRLMM, applying to 266

Automatic Text to Speech function 400

Auto Speech Adaptation 400

B

backpropagation...