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ISBN: 9781009098380 1009098381 9781009093057 Year: 2023 Publisher: Cambridge, United Kingdom ;New York, NY Cambridge University Press
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The mathematical theory of machine learning not only explains the current algorithms but can also motivate principled approaches for the future. This self-contained textbook introduces students and researchers of AI to the main mathematical techniques used to analyze machine learning algorithms, with motivations and applications. Topics covered include the analysis of supervised learning algorithms in the iid setting, the analysis of neural networks (e.g. neural tangent kernel and mean-field analysis), and the analysis of machine learning algorithms in the sequential decision setting (e.g. online learning, bandit problems, and reinforcement learning). Students will learn the basic mathematical tools used in the theoretical analysis of these machine learning problems and how to apply them to the analysis of various concrete algorithms. This textbook is perfect for readers who have some background knowledge of basic machine learning methods, but want to gain sufficient technical knowledge to understand research papers in theoretical machine learning.
Book
Year: 2024 Publisher: Antwerpen
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ISBN: 1009115553 1009093053 Year: 2023 Publisher: Cambridge, United Kingdom ; New York, NY : Cambridge University Press,
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The mathematical theory of machine learning not only explains the current algorithms but can also motivate principled approaches for the future. This self-contained textbook introduces students and researchers of AI to the main mathematical techniques used to analyze machine learning algorithms, with motivations and applications. Topics covered include the analysis of supervised learning algorithms in the iid setting, the analysis of neural networks (e.g. neural tangent kernel and mean-field analysis), and the analysis of machine learning algorithms in the sequential decision setting (e.g. online learning, bandit problems, and reinforcement learning). Students will learn the basic mathematical tools used in the theoretical analysis of these machine learning problems and how to apply them to the analysis of various concrete algorithms. This textbook is perfect for readers who have some background knowledge of basic machine learning methods, but want to gain sufficient technical knowledge to understand research papers in theoretical machine learning.
Machine learning --- Artificial intelligence --- Mathematics
ISSN: 00659266 ISBN: 0821809474 Year: 1999 Publisher: Providence (R.I.): American Mathematical Society
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Differential geometry. Global analysis --- Fluid mechanics --- Gas dynamics. --- Gaz, Dynamique des --- Conservation laws (Mathematics) --- Lois de conservation (mathématiques) --- Riemann-Hilbert problems. --- Riemann-Hilbert, Problèmes de --- Gas dynamics --- Riemann-Hilbert problems --- Hilbert-Riemann problems --- Riemann problems --- Boundary value problems --- Gasdynamics --- Fluid dynamics --- Thermodynamics --- Differential equations, Hyperbolic --- Gaz, Dynamique des. --- Riemann-Hilbert, Problèmes de.
ISBN: 9787801380036 Year: 2010 Publisher: Beijing 北京 : Dolphin Books 海豚出版社,
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ISBN: 9783830541806 Year: 2021 Publisher: Berlin BWV Berliner Wissenschafts-Verlag
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ISBN: 3830541805 Year: 2021 Publisher: Berlin : Berliner Wissenschafts-Verlag,
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ISBN: 9783662456576 3662456567 9783662456569 3662456575 Year: 2015 Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,
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At the ICAB 2014, researchers from around the world will gather to discuss the latest scientific research, findings and technologies concerning Microbial Genetics and Breeding, Optimization and Control of Biological Processes, Biological Separation and Biological Purification, and Advances in Biotechnology. This conference will provide a platform for academic exchange on the application of biotechnology between domestic and international universities, research institutes, corporate experts and scholars. The participants will focus on the international development and future trends. The event will lay a solid foundation for addressing key technical challenges in various areas of applied biotechnology, providing opportunities to promote the development and expansion of the biotechnology industry.
Chemistry. --- Biotechnology. --- Biological Techniques. --- Environmental Engineering/Biotechnology. --- Cytology --- Chimie --- Biotechnologie --- Research_xMethodology. --- Cytology_xResearch_xMethodology. --- Mechanical Engineering --- Engineering & Applied Sciences --- Bioengineering --- Biotechnology --- Research --- Methodology. --- Cell biology --- Cellular biology --- Biology --- Cells --- Cytologists --- Chemical engineering --- Genetic engineering --- Biology—Technique. --- Environmental engineering. --- Environmental control --- Environmental effects --- Environmental stresses --- Engineering --- Environmental health --- Environmental protection --- Pollution --- Sustainable engineering
Digital
ISBN: 9783662463185 9783662463178 9783662463192 9783662526118 Year: 2015 Publisher: Berlin, Heidelberg Springer
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At the ICAB 2014, researchers from around the world will gather to discuss the latest scientific research, findings and technologies concerning Microbial Genetics and Breeding, Optimization and Control of Biological Processes, Biological Separation and Biological Purification, and Advances in Biotechnology. This conference will provide a platform for academic exchange on the application of biotechnology between domestic and international universities, research institutes, corporate experts and scholars. The participants will focus on the international development and future trends. The event will lay a solid foundation for addressing key technical challenges in various areas of applied biotechnology, providing opportunities to promote the development and expansion of the biotechnology industry.
Digital
ISBN: 9783662456576 9783662456569 9783662456583 9783662516102 Year: 2015 Publisher: Berlin, Heidelberg Springer
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At the ICAB 2014, researchers from around the world will gather to discuss the latest scientific research, findings and technologies concerning Microbial Genetics and Breeding, Optimization and Control of Biological Processes, Biological Separation and Biological Purification, and Advances in Biotechnology. This conference will provide a platform for academic exchange on the application of biotechnology between domestic and international universities, research institutes, corporate experts and scholars. The participants will focus on the international development and future trends. The event will lay a solid foundation for addressing key technical challenges in various areas of applied biotechnology, providing opportunities to promote the development and expansion of the biotechnology industry.
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