Valadi Advanced Machine Learning with Evolutionary and Metaheuristic Techniques

Advanced Machine Learning with Evolutionary and Metaheuristic Techniques

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Beschreibung

This book delves into practical implementation of evolutionary and metaheuristic algorithms to advance the capacity of machine learning. The readers can gain insight into the capabilities of data-driven evolutionary optimization in materials mechanics, and optimize your learning algorithms for maximum efficiency. Or unlock the strategies behind hyperparameter optimization to enhance your transfer learning algorithms, yielding remarkable outcomes. Or embark on an illuminating journey through evolutionary techniques designed for constructing deep-learning frameworks. The book also introduces an intelligent RPL attack detection system tailored for IoT networks. Explore a promising avenue of optimization by fusing Particle Swarm Optimization with Reinforcement Learning.

 

It uncovers the indispensable role of metaheuristics in supervised machine learning algorithms. Ultimately, this book bridges the realms of evolutionary dynamic optimization and machine learning, paving the way for pioneering innovations in the field.


This book delves into practical implementation of evolutionary and metaheuristic algorithms to advance the capacity of machine learning. The readers can gain insight into the capabilities of data-driven evolutionary optimization in materials mechanics, and optimize your learning algorithms for maximum efficiency. Or unlock the strategies behind hyperparameter optimization to enhance your transfer learning algorithms, yielding remarkable outcomes. Or embark on an illuminating journey through evolutionary techniques designed for constructing deep-learning frameworks. The book also introduces an intelligent RPL attack detection system tailored for IoT networks. Explore a promising avenue of optimization by fusing Particle Swarm Optimization with Reinforcement Learning.

 

It uncovers the indispensable role of metaheuristics in supervised machine learning algorithms. Ultimately, this book bridges the realms of evolutionary dynamic optimization andmachine learning, paving the way for pioneering innovations in the field.


A comprehensive exploration of evolutionary and metaheuristic algorithms applied to various aspects of machine learning Showcases how evolutionary and metaheuristic algorithms are revolutionizing industries like biomed and healthcare Integrates different domains of AI, including evolutionary algorithms, metaheuristics, reinforcement learning, etc.

Autor*in

Jayaraman Valadi

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machine learning evolutionary learning Metaheuristic computational intelligence artificial intelligence biomedical information healthcare data

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Details

ISBN: 9789819997183
Verlag: Springer Singapore
Erscheinung: 22.04.2024

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