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 t
Pris: kr 619.00 fra Norli
Butikk | Pris | |
---|---|---|
kr 619.00 | Besøk butikk |
This well-balanced introduction to enterprise risk management integrates quantitative and qualitative approaches and motivates key mathematical and statistical methods with abundant real-world cases - both successes and failures. Worked examples and end-of-chapter...
kr 720.00
Mer informasjon
Now in its second edition, this popular textbook on game theory is unrivalled in the breadth of its coverage, the thoroughness of technical explanations and the number of worked examples included. Covering non-cooperative and cooperative games, this introduction...
kr 629.00
Mer informasjon
<P>This volume offers a holistic, empirically grounded examination of the factors which influence educational leaders'' ethical judgments in their day-to-day work in schools. </P><P></P><P>Drawing on a range of...
kr 449.00
Mer informasjon
<P><EM>Disaster Victim Identification: A Manager¿s Guide to Policy and Procedure</EM>¿s guiding thesis explains why disaster victim identification (DVI) must be fundamentally integrated¿at the outset¿into general disaster planning...
kr 639.00
Mer informasjon