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Course Materials - Spring 2024

 TB = Textbook or Required reading

 REF = Reference or supplemental reading

ML803 -Advanced Probabilistic and Statistical Inference

Type

 

Title eBook Print   Call Number

book cover image

S. Nowozin and C. Lampert, Structured Learning and Prediction in Computer Vision, Foundations and Trends® in Computer Graphics and Vision, vol. 6, Nos. 3–4, pp. 185–365, May 2011. doi:10.1561/0600000033. Open Access Yes TA 1634 .N6 2011
                            K. Murphy, Machine Learning: A Probabilistic Perspective, MIT Press, 2012. ProQuest Yes
 
Q 325.5.M87 2012
Cover image D. J. C. MacKay, Information Theory, Inference and Learning Algorithms, Cambridge University Press, 2003

Open Access

 

Yes Q 360.M23 2003

D. Barber, Bayesian Reasoning and Machine Learning. Cambridge University Press, 2012. Open Access Yes QA 267.B347 2012
C.M. Bishop, Pattern Recognition and Machine Learning, New York: Springer, 2006. Author copy Yes Q 327.B52 2009
Cover image

D. Koller and N. Friedman, Probabilistic Graphical Models: Principles and Techniques, MIT Press, 2009.

ProQuest Yes QA 76.9 .D343H36 2016