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 Free Download Lectures on Nonsmooth Optimization English | 2025 | ISBN: 3031914163 | 564 Pages | PDF EPUB (True) | 44 MB This book provides an in-depth exploration of nonsmooth optimization, covering foundational algorithms, theoretical insights, and a wide range of applications. Nonsmooth optimization, characterized by nondifferentiable objective functions or constraints, plays a crucial role across various fields, including machine learning, imaging, inverse problems, statistics, optimal control, and engineering. Its scope and relevance continue to expand, as many real-world problems are inherently nonsmooth or benefit significantly from nonsmooth regularization techniques. This book covers a variety of algorithms for solving nonsmooth optimization problems, which are foundational and recent. It first introduces basic facts on convex analysis and subdifferetial calculus, various algorithms are then discussed, including subgradient methods, mirror descent methods, proximal algorithms, alternating direction method of multipliers, primal dual splitting methods and semismooth Newton methods. Moreover, error bound conditions are discussed and the derivation of linear convergence is illustrated. A particular chapter is delved into first order methods for nonconvex optimization problems satisfying the Kurdyka-Lojasiewicz condition. The book also addresses the rapid evolution of stochastic algorithms for large-scale optimization. This book is written for a wide-ranging audience, including senior undergraduates, graduate students, researchers, and practitioners who are interested in gaining a comprehensive understanding of nonsmooth optimization.  Free Download Learning and Generalisation: With Applications to Neural Networks by . Vidyasagar English | PDF | 2003 | 498 Pages | ISBN : 1852333731 | 42.9 MB Learning and Generalization provides a formal mathematical theory addressing intuitive questions of the type:  Free Download Learn GitHub Copilot by Example ISBN: 0135315654 | .MP4, AVC, 1280x720, 30 fps | English, AAC, 2 Ch | 4h 25m | 1.22 GB Instructor: Shaun Wassell  Free Download Learn Enough Python to be Dangerous: A Tutorial Introduction to Programming with Python ISBN: 0138050767 | .MP4, AVC, 1280x720, 30 fps | English, AAC, 2 Ch | 7h 30m | 1.1 GB Instructor: Michael Hartl  Free Download Lean Blockchain Systems Thinking by John Dennis and Machiel Tesser English | 2025 | ISBN: 1032986328 | 233 pages | True PDF EPUB | 20.14 MB  Free Download Large Language Models for Sustainable Urban Development English | 2025 | ISBN: 3031860381 | 384 Pages | PDF EPUB (True) | 77 MB With rapid urbanization defining the 21st Century, cities face mounting challenges in achieving sustainability, equity, and functionality. This book explores how innovative technologies such as Artificial Intelligence (AI) and Large Language Models (LLMs) can transform urban development by offering intelligent, data-driven solutions. LLMs go beyond automation, acting as co-creators in addressing environmental sustainability, resource management, and equitable development. By analyzing regulations, best practices, and real-time data on phenomena such as air pollution and traffic, these models empower urban planners to design smarter, more sustainable cities while fostering collaboration across disciplines.  Free Download Karanki Geobiocultural Landscape by Diego Velasco, Claudio Ardohain, Patricio Bustamante English | November 22, 2024 | ISBN: 9942458549 | 120 pages | PDF | 10 Mb San Miguel de Ibarra, colonial, republican and contemporary, has its primordial matrix in the Karangue or Karanga of the Karas and in the Karanki Inka. It was there, in that ceremonial center later supplanted by churches, convents and squares, where the most legendary of all equatorial people of all times was born: the last Inka before the Hispanic invasion, the great Ataw Allpa: linker of worlds, son of Wayna Kápak and Pacha Kilago; conqueror of his half brother Waskar from Cuzco.  Free Download Mitchel de S.-O.-l'E. Lasser, "Judicial Dis-Appointments: Judicial Appointments Reform and the Rise of European Judicial Independence" English | ISBN: 0198868855 | 2020 | 480 pages | EPUB | 1348 KB In 2009 and 2010, the European Court of Justice and the European Court of Human Rights underwent significant reforms to their respective judicial appointments processes. Though very different judicial institutions, they adopted very similar - and rather remarkable - reforms: each would now make use of an expert panel of judicial notables to vet the candidates proposed to sit in Luxembourg or Strasbourg. 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