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Data-Driven Evolutionary Optimization - Integrating Evolutionary Computation, Mach... Empty Data-Driven Evolutionary Optimization - Integrating Evolutionary Computation, Mach...

Vie Jul 02, 2021 10:28 am

Data-Driven Evolutionary Optimization - Integrating Evolutionary Computation, Mach... 219463916_u3971gwh21zc
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Data-Driven Evolutionary Optimization - Integrating Evolutionary Computation, Machine Learning and Data Science
pdf, epub | 62 MB | English | Isbn:‎ B0987594M5 | Author: Yaochu Jin, Handing Wang, Chaoli Sun | Year: 2021

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Description:

Intended for researchers and practitioners alike, this book covers carefully selected yet broad topics in optimization, machine learning, and metaheuristics. Written by world-leading academic researchers who are extremely experienced in industrial applications, this self-contained book is the first of its kind that provides comprehensive background knowledge, particularly practical guidelines, and state-of-the-art techniques.  New algorithms are carefully explained, further elaborated with pseudocode or flowcharts, and full working source code is made freely available.

This is followed by a presentation of a variety of data-driven single- and multi-objective optimization algorithms that seamlessly integrate modern machine learning such as deep learning and transfer learning with evolutionary and swarm optimization algorithms. Applications of data-driven optimization ranging from aerodynamic design, optimization of industrial processes, to deep neural architecture search are included.


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https://nitro.download/view/4CE61FF6292D9E6/...Data-Driven.Evolutionary.Optimization.-.Integrating.Evolutionary.Computation.Machine.Learning.and.Data.Science.rar
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