{"product_id":"data-driven-evolutionary-optimization-integrating-evolutionary-computation-machine-learning-and-data-science-9783030746421","title":"Data-Driven Evolutionary Optimization: Integrating Evolutionary Computation, Machine Learning and Data Science","description":"\u003cp\u003e • Author(s): Yaochu Jin\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Data Science - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eIntended 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.\u003c\/p\u003e\u003cp\u003eThis 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.\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Paperback","offer_id":45274636189847,"sku":"9783030746421","price":11643.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783030746421.webp?v=1769280512","url":"https:\/\/atlanticbooks.com\/products\/data-driven-evolutionary-optimization-integrating-evolutionary-computation-machine-learning-and-data-science-9783030746421","provider":"Atlantic Books","version":"1.0","type":"link"}