Neuro-Symbolic AI: Design transparent and trustworthy systems that understand the world as you do

Explore the inner workings of AI along with its limitations and future developments and create your first transparent and trustworthy neuro-symbolic AI system

Purchase of the print or Kindle book includes a free PDF eBook

Key Features

Understand symbolic and statistical techniques through examples and detailed explanations

Explore the potential of neuro-symbolic AI for future developments using case studies

Discover the benefits of combining symbolic AI with modern neural networks to build transparent and high-performance AI solutions

Book Description

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.

What you will learn

Gain an understanding of the intuition behind neuro-symbolic AI

Determine the correct uses that can benefit from neuro-symbolic AI

Differentiate between types of explainable AI techniques

Think about, design, and implement neuro-symbolic AI solutions

Create and fine-tune your first neuro-symbolic AI system

Explore the advantages of fusing symbolic AI with modern neural networks in neuro-symbolic AI systems

Who this book is for

This book is ideal for data scientists, machine learning engineers, and AI enthusiasts who want to explore the emerging field of neuro-symbolic AI and discover how to build transparent and trustworthy AI solutions. A basic understanding of AI concepts and familiarity with Python programming are needed to make the most of this book.

© 2023 Packt Publishing (Ebook): 9781804616956

Publicatiedatum

Ebook: 31 mei 2023