Neuro-Symbolic Artificial Intelligence
Bridging Logic and Learning
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Beschreibung
This book highlights and attempts to fill a crucial gap in the existing literature by providing a comprehensive exploration of the emerging field of neuro-symbolic AI. It introduces the concept of neuro-symbolic AI, highlighting its fusion of symbolic reasoning and machine learning. The book covers symbolic AI and knowledge representation, neural networks and deep learning, neuro-symbolic integration approaches, reasoning and inference techniques, applications in healthcare and robotics, as well as challenges and future directions. By combining the power of symbolic logic and knowledge representation with the flexibility of neural networks, neuro-symbolic AI offers the potential for more interpretable and trustworthy AI systems. This book is a valuable resource for researchers, practitioners, and students interested in understanding and applying neuro-symbolic AI.
This book highlights and attempts to fill a crucial gap in the existing literature by providing a comprehensive exploration of the emerging field of neuro-symbolic AI. It introduces the concept of neuro-symbolic AI, highlighting its fusion of symbolic reasoning and machine learning. The book covers symbolic AI and knowledge representation, neural networks and deep learning, neuro-symbolic integration approaches, reasoning and inference techniques, applications in healthcare and robotics, as well as challenges and future directions. By combining the power of symbolic logic and knowledge representation with the flexibility of neural networks, neuro-symbolic AI offers the potential for more interpretable and trustworthy AI systems. This book is a valuable resource for researchers, practitioners, and students interested in understanding and applying neuro-symbolic AI.
Introduces the concept of neuro-symbolic AI, highlighting its fusion of symbolic reasoning and machine learning Provides a comprehensive exploration of the emerging field of neuro-symbolic AI Covers topics such as neural networks, deep learning, neuro-symbolic integration & applications in healthcare & robotics
Autor*in
Bikram Pratim Bhuyan
Themen in »Neuro-Symbolic Artificial Intelligence«
Symbolic Reasoning Machine Learning (ML) Deep Learning (DL) Long Short-Term Memory (LSTM) Networks Recurrent Neural Networks (RNNs) Medical Diagnosis Convolutional Neural Networks (CNNs) Autonomous Systems Computer Vision