{"product_id":"9783031819452","title":"Understanding Complex Systems","description":"\u003ch1\u003eUnderstanding Complex Systems\u003c\/h1\u003e \u003ch2\u003eTsironis, Giorgos\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book serves as a comprehensive introduction to nonlinear complex systems through the application of machine learning methods. Artificial intelligence (AI) has affected the foundations of scientific discovery, and can therefore lend itself to developing a better understanding of the unpredictable nature of complex dynamical systems and to predict their future evolution. \u003c\/p\u003e\n\n\u003cp\u003eUtilizing Python code, this book teaches and applies machine learning to topics such as chaotic dynamics and time-series analysis, solitons, breathers, chimeras, nonlinear localization, biomolecular dynamics, and wave propagation in the heart. The consistent integration of methods and models allow for readers to develop a necessary intuition on how to handle complexity through AI. This textbook contains a wealth of expository material, code, and example problems to support and organize academic coursework, allowing the technical nature of these areas of study to become highly accessible. \u003c\/p\u003e\n\n\u003cp\u003eRequiring only a basic background in mathematics and coding in Python, this book is an essential text for a wide array of advanced undergraduate or graduate students in the applied sciences interested in complex systems through the lens of machine learning.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2025-03-14\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031819452\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-81946-9\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 296\u003c\/p\u003e ","brand":"Springer Nature Switzerland","offers":[{"title":"Default Title","offer_id":45382491144332,"sku":"9783031819452","price":62.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031819452.jpg?v=1774030496","url":"https:\/\/lateknightbooks.com\/products\/9783031819452","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}