Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods - Synthesis Lectures on Materials and Optics - Ghanshyam Pilania - Books - Springer International Publishing AG - 9783031012556 - March 6, 2020
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Ghanshyam Pilania
Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods - Synthesis Lectures on Materials and Optics

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Machine learning methods are changing the way we design and discover new materials. This book provides an overview of approaches successfully used in addressing materials problems (alloys, ferroelectrics, dielectrics) with a focus on probabilistic methods, such as Gaussian processes, to accurately estimate density functions.

172 pages, XVI, 172 p.

Media Books     Paperback Book   (Book with soft cover and glued back)
Released March 6, 2020
ISBN13 9783031012556
Publishers Springer International Publishing AG
Pages 172
Dimensions 150 × 220 × 10 mm   ·   372 g
Language English  

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