Book Image

Neuro-Symbolic AI

By : Alexiei Dingli, David Farrugia
Book Image

Neuro-Symbolic AI

By: Alexiei Dingli, David Farrugia

Overview of this book

Neuro-symbolic AI offers the potential to create intelligent systems that possess both the reasoning capabilities of symbolic AI along with the learning capabilities of neural networks. This book provides an overview of AI and its inner mechanics, covering both symbolic and neural network approaches. You’ll begin by exploring the decline of symbolic AI and the recent neural network revolution, as well as their limitations. The book then delves into the importance of building trustworthy and transparent AI solutions using explainable AI techniques. As you advance, you’ll explore the emerging field of neuro-symbolic AI, which combines symbolic AI and modern neural networks to improve performance and transparency. You’ll also learn how to get started with neuro-symbolic AI using Python with the help of practical examples. In addition, the book covers the most promising technologies in the field, providing insights into the future of AI. Upon completing this book, you will acquire a profound comprehension of neuro-symbolic AI and its practical implications. Additionally, you will cultivate the essential abilities to conceptualize, design, and execute neuro-symbolic AI solutions.
Table of Contents (12 chapters)

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

Accumulated Local Effects (ALE) method 76

Adaptive Instructional Systems (AISs) 117

adaptive linear units (ALUs) 124

adversarial learning 151

AI subfields

Computer Vision 16

evolutionary computing 18

knowledge representation 17

ML 16

Natural Language Processing (NLP) 17

planning 17

problem-solving and reasoning 17

robotics 17

AlphaGo 4

amyotrophic lateral sclerosis (ALS) 158

analytical engine 8

anchors 76

artificial general intelligence (AGI) 159

benefits 160

development 160

importance 159

artificial intelligence (AI) 1-5, 99, 129

evolution 5

history 10-15

modern applications 14, 15

pitfalls 18-21

subfields 15

using, in commercial sector 13

artificial intelligence (AI), origins

cognitive science 7, 10...