Sari: Adaptive Computation and Machine Learning series
(Ilmumisaeg: 19-Dec-2023, PDF+DRM, Kirjastus: MIT Press Ltd, ISBN-13: 9780262376532)
An introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning.Fairness and Machine Learning introduces advanced undergraduate and graduate students to the intellectual foundations of this re...Loe edasi...
Sari: Adaptive Computation and Machine Learning series
(Ilmumisaeg: 06-Sep-2022, PDF+DRM, Kirjastus: MIT Press Ltd, ISBN-13: 9780262370134)
In many practical applications, the environment is so complex that it is not feasible to lay out a comprehensive theoretical model and use classical algorithmic theory and/or mathematical optimization. Introduction to Online Convex Optimization prese...Loe edasi...
Sari: Adaptive Computation and Machine Learning series
(Ilmumisaeg: 06-Sep-2019, PDF+DRM, Kirjastus: MIT Press Ltd, ISBN-13: 9780262364799)
A survey of computational methods for understanding, generating, and manipulating human language, which offers a synthesis of classical representations and algorithms with contemporary machine learning techniques.This textbook provides a technical pe...Loe edasi...
Sari: Adaptive Computation and Machine Learning series
(Ilmumisaeg: 22-Dec-2017, PDF+DRM, Kirjastus: MIT Press Ltd, ISBN-13: 9780262364690)
A concise and self-contained introduction to causal inference, increasingly important in data science and machine learning.The mathematization of causality is a relatively recent development, and has become increasingly important in data science and...Loe edasi...
Sari: Adaptive Computation and Machine Learning series
(Ilmumisaeg: 07-Sep-2012, PDF+DRM, Kirjastus: MIT Press Ltd, ISBN-13: 9780262305242)
A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.Todays Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developi...Loe edasi...
Sari: Adaptive Computation and Machine Learning series
(Ilmumisaeg: 31-Jul-2009, PDF+DRM, Kirjastus: MIT Press Ltd, ISBN-13: 9780262277389)
A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making decisions.Most tasks require a person or an automated system to reason-to reach conclusions ba...Loe edasi...
