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Neuro-Symbolic AI

Neuro-Symbolic AI

By : Alexiei Dingli, David Farrugia
3.7 (6)
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Neuro-Symbolic AI

Neuro-Symbolic AI

3.7 (6)
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)
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The Neural Networks Revolution

People have been fascinated with the inner workings of the brain for thousands of years. The first records can be traced back to a 1700 BC Egyptian papyrus, which reports the medical information of a person with a severe head injury. In Ancient Greece, Alcmaeon concluded that the brain is the organ that rules the body rather than the heart (as people thought back then) and that it also serves as the store for memories and thoughts. Furthermore, he also linked the eyes to vision processing inside the brain. Herophilus and Erasistratus of Alexandria even went a step further by distinguishing between the different components of the brain. During the Roman Empire, the Greek philosopher Galen started associating functions with the different brain parts and theorized about the function of the spinal cord. Around 1000 AD, Al-Zahrwai, the father of modern surgery, delved deeper into the inner workings of the brain. He evaluated neurological patients and treated...

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