Produs

The Machine Learning: A Probabilistic Perspective, Hardcover/Kevin P. Murphy

Name: The Machine Learning: A Probabilistic Perspective, Hardcover/Kevin P. Murphy
Brand: Mit Press
SKU: 88f7f9cc5ebc82910d5aa34b54ce596b
Price: 721.99 RON
Availability: InStock

Vânzător

elefant.ro

Cumpără

Pret

721.99 Lei

Categorie (vânzător)

Foreign Books

Marca

Mit Press

Produs actualizat în urmă cu 1 lună

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The Machine Learning: A Probabilistic - Disponibil la elefant.ro

Pe YEO găsești The Machine Learning: A Probabilistic de la Mit Press, în categoria Foreign Books.

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Preț: 721.99 Lei

Caracteristicile produsului The Machine Learning: A Probabilistic

Brand: Mit Press
Categoria: Foreign Books
Magazin: elefant.ro
Ultima actualizare: 13-07-2026 00:25:33

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Descriere magazin:
Today\'s Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package -- PMTK (probabilistic modeling toolkit) -- that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.

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