Knowledge-guided Machine Learning

Knowledge-guided Machine Learning Book Cover

Accelerating Discovery with Scientific Knowledge

Authors: Anuj Karpatne, Ramakrishnan Kannan, Vipin Kumar

Publisher: CRC Press

Publication Year: 2022

About the Book

This book presents a comprehensive guide to knowledge-guided machine learning, a rapidly growing field that combines domain expertise with machine learning techniques to accelerate scientific discovery. The book covers theoretical foundations, practical methodologies, and real-world applications across various scientific domains.

Key Topics

  • Theoretical foundations of knowledge-guided ML
  • Physics-informed machine learning
  • Scientific knowledge integration
  • Domain-aware neural networks
  • Applications in climate science, materials science, and more

Get the Book

Available through major academic publishers and online retailers.

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