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Probabilistic machine learning : an introduction.
- Publication Year :
- 2022
-
Abstract
- Summary: "This book provides a detailed and up-to-date coverage of machine learning. It is unique in that it unifies approaches based on deep learning with approaches based on probabilistic modeling and inference. It provides mathematical background (e.g. linear algebra, optimization), basic topics (e.g., linear and logistic regression, deep neural networks), as well as more advanced topics (e.g., Gaussian processes). It provides a perfect introduction for people who want to understand cutting edge work in top machine learning conferences such as NeurIPS, ICML and ICLR"-- Provided by publisher.
- Subjects :
- Machine learning
Probabilities
Linear model
Subjects
Details
- Language :
- English
- ISBN :
- 9780262046824 (hbk.)
- ISBNs :
- 9780262046824
- Database :
- Jio Institute Digital Library Catalog
- Journal :
- Probabilistic machine learning : an introduction / by Kevin P. Murphy.
- Notes :
- Includes bibliographical references and index.
- Publication Type :
- Book
- Accession number :
- jlc.oai.folio.org.fs00001072.ecd6c1a0.4ea1.47bb.a0b6.e2245632a786
- Document Type :
- Bibliographies; Non-fiction