Machine Learning: A Probabilistic Perspective

URI: https://gptkb.org/entity/Machine_Learning%3A_A_Probabilistic_Perspective
GPTKB entity
Statements (40)
Predicate Object
gptkbp:instance_of gptkb:book
gptkbp:author gptkb:Kevin_P._Murphy
gptkbp:contains gptkb:Example
gptkb:accordion
References
Case studies
Exercises
gptkbp:focus Bayesian inference
Machine learning algorithms
Statistical learning theory
Graphical models
Probabilistic models
gptkbp:format gptkb:e_Book
Hardcover
gptkbp:is_cited_in gptkb:Google_Scholar
gptkb:Research_Gate
gptkb:ar_Xiv
gptkb:Semantic_Scholar
gptkb:Springer_Link
gptkbp:is_reviewed_by gptkb:IEEE_Transactions_on_Neural_Networks_and_Learning_Systems
gptkb:Journal_of_Machine_Learning_Research
gptkbp:isbn 978-0262018029
gptkbp:language English
gptkbp:page_count 1024
gptkbp:published_year gptkb:2012
gptkbp:publisher gptkb:MIT_Press
gptkbp:related_to gptkb:Artificial_Intelligence
gptkb:Deep_Learning
gptkb:Data_Science
Computer Science
gptkbp:subject gptkb:machine_learning
Statistics
gptkbp:target_audience gptkb:students
gptkb:researchers
Practitioners
gptkbp:bfsParent gptkb:David_Evans
gptkb:David_N._Weiss
gptkb:Tom_Mitchell
gptkb:Prof._Dr._Andreas_Pinkwart
gptkbp:bfsLayer 5