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

A thinking quantum computer

A thinking quantum computer is not a reproduction of brain function, but rather a representation of the mind of a person. Neuromorphic computing is one approach that represents our neurons and how brain uses spiking neurons to think. Quantum computing can provide an exciting way to imitate our mind's capacity with mathematical algorithms that work with qubits, not neurons. We've just begun to explore the potential of these approaches, which in fact will most probably merge into an ensemble of hybrid software and hardware solutions.

The endeavor of the quantum MindX experiment is to build a personal mind named MindX, with memories of past events, conversations, chats, and photographs stored on a classical computer. The program will then transform subsets of the data into quantum circuits to see what happens, how our quantum circuit behaves when left to produce millions of possibilities.

This section describes how to build MindX, a thinking...