Machine Learning in Geomechanics 2

Data-Driven Modeling, Bayesian Inference, Physics- and Thermodynamics-based Artificial Neural Networks and Reinforcement Learning

(Author) Ioannis Stefanou
Format: Hardcover
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Machine learning has led to incredible achievements in many different fields of science and technology. These varied methods of machine learning all offer powerful new tools to scientists and engineers and open new paths in geomechanics. The two volumes of Machine Learning in Geomechanics aim to demystify machine learning. They present the main methods and provide examples of its applications in mechanics and geomechanics. Most of the chapters provide a pedagogical introduction to the most important methods of machine learning and uncover the fundamental notions underlying them. Building from the simplest to the most sophisticated methods of machine learning, the books give several hands-on examples of coding to assist readers in understanding both the methods and their potential and identifying possible pitfalls.

Information
Publisher:
ISTE Ltd
Format:
Hardcover
Number of pages:
308
Language:
en
ISBN:
9781789451931
Publish year:
2025
Publish date:
Jan. 5, 2025

Ioannis Stefanou

Ioannis Stefanou was a Greek poet known for his collection of poems titled "The Whisper of Time." His work is characterized by vivid imagery, emotional depth, and introspection. Stefanou's contribution to literature lies in his ability to capture the complexities of human emotion and the passage of time with haunting beauty.

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