Nelson Bolivar Machine Learning: A Physicist Perspective 9781774690482

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Автор: Nelson Bolivar
Название: Machine Learning: A Physicist Perspective
ISBN: 9781774690482
Издательство: Mare Nostrum (Eurospan)
Классификация:

Технологии производства: общие вопросы

Машинное обучение

ISBN-10: 1774690489
Обложка/Формат: Hardback
Страницы: 264
Вес: 0.63 кг.
Дата издания: 30.12.2021
Язык: English
Размер: 229 x 152
Ключевые слова: Machine learning,Technology: general issues, TECHNOLOGY & ENGINEERING / General
Подзаголовок: A physicist perspective
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Поставляется из: Англии
Описание: Deep-learning and machine-learning have gained a significant importance in the last few years. New inventions and discoveries are taking place every day to exploit the concepts of machine-learning technique. The aim of this book is to present the fundamentals of machine-learning with an emphasis on deep-learning, neural networks and physical aspects of machine learning. Design of materials and molecules with desired features is an essential prerequisite for progressing technology in our contemporary societies. This necessitates both the capability to compute precise microscopic characteristics, such as forces, energies and efficient selection of potential energy faces, to attain corresponding macroscopic features. Tools required to achieve the above mentioned goals can be extracted from quantum mechanics, statistical mechanics, and classical physics, respectively. To overcome the challenge of technology integration, significant efforts are being made to speed up quantum physical simulations with the help of machine learning. This evolving interdisciplinary community consists of material scientists, chemists, physicists, computer scientists and mathematicians, coming together to contribute to the exciting field of machine learning and artificial intelligence. This book can be used as a reference material for acquiring fundamentals of machine learning from a physicists perspective. Moreover, people from all backgrounds can benefit from this introductory book on Machine Learning.
Дополнительное описание: Technology: general issues|Machine learning

Machine Learning: A Physicist Perspective, Nelson Bolivar