Description
- Print length: 1104 pages
- Language: English
- Publisher: The MIT Press
- Publication date: 24 August 2012
- Reading age: 18 years and up
- Dimensions: 21.11 x 4.09 x 23.65 cm
- ISBN-10: 0262018020
- ISBN-13: 978-0262018029
Original price was: ₹11,125.00.₹10,012.50Current price is: ₹10,012.50.
Discover the power of probabilistic models in machine learning with “Machine Learning: A Probabilistic Perspective.” This comprehensive textbook from The Bookish Owl offers a unified, accessible introduction to the field, essential for understanding the deluge of electronic data. Covering foundational concepts like probability, optimization, and linear algebra, it delves into recent advancements such as deep learning and conditional random fields. Written in an informal style with pseudo-code, color illustrations, and real-world examples from biology to computer vision, this book provides a principled, model-based approach, moving beyond simple heuristics. Ideal for upper-level undergraduates and graduate students, it includes a free MATLAB software package for hands-on learning. Enhance your data analysis skills with this insightful guide.
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