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Probabilistic Machine Learning
By Kevin P. Murphy
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£120.35
Regular price
£145.00
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Description
An advanced book for researchers and graduate students working in machine learning and statistics who want to learn about deep learning, Bayesian inference, generative models, and decision making under uncertainty. An advanced counterpart to Probabilistic Machine Learning: An Introduction, this high-level textbook provides researchers and graduate students detailed coverage of cutting-edge topics in machine learning, including deep generative modeling, graphical models, Bayesian inference, reinforcement learning, and causality. This volume puts deep learning into a larger statistical context and unifies approaches based on deep learning with ones based on probabilistic modeling and inference. With contributions from top scientists and domain experts from places such as Google, DeepMind, Amazon, Purdue University, NYU, and the University of Washington, this rigorous book is essential to understanding the vital issues in machine learning.
- Covers generation of high dimensional outputs, such as images, text, and graphs
- Discusses methods for discovering insights about data, based on latent variable models
- Considers training and testing under different distributions
- Explores how to use probabilistic models and inference for causal inference and decision making
- Features online Python code accompaniment
Book details
- Author
- Kevin P. Murphy
- Publisher
- MIT Press
- Publication date
- Pages
- 1360
- ISBN-13
- 9780262048439
- Language
- English
- Dimensions
- 230.1 × 210.1 × 52.1 mm
- Weight
- 2458.5 g
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Free 30-day returns on UK orders. If a book arrives damaged, faulty or not as described, we'll refund or replace it free of charge — you usually won't need to send it back. Changed your mind? Contact us within 30 days of delivery. International orders also have 30 days: damaged or faulty books are refunded or replaced free; if you change your mind, the return postage is yours. Read our refund policy.
When will I get my order?
In-stock orders are dispatched within 1 working day (Monday–Friday), and UK delivery usually takes 2–4 working days after dispatch. For Express International delivery to 21 more countries, see our Shipping Policy.
Do you price match?
Yes. Seen the same new book (same ISBN and format) cheaper at a UK retailer? Email support@foxandfable.com before you buy and we'll send you a code to match their price. Delivery charges aren't included. See our Price Match Guarantee for eligible retailers.
How much does shipping cost?
Standard UK delivery is £2.99, and free on orders over £35. We also offer Express International delivery to 21 more countries — see our Shipping Policy for rates.
Are your books new?
Yes. All of our books are brand new and unread, from publishers and UK book wholesalers.