{"product_id":"understanding-machine-learning","title":"Understanding Machine Learning","description":"Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides a theoretical account of the fundamentals underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics, the book covers a wide array of central topics unaddressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for advanced undergraduates or beginning graduates, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics and engineering.","brand":"Buchserien.de","offers":[{"title":"Neuware","offer_id":53962826580306,"sku":"9781107057135","price":67.6,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0615\/7002\/3593\/files\/unnamed_a78f36c2-a433-4d7a-ac92-39ab569c1fad.jpg?v=1783593016","url":"https:\/\/www.buchserien.de\/products\/understanding-machine-learning","provider":"Buchserien.de","version":"1.0","type":"link"}