ML814: Selected Topics in Machine Learning
TB = Textbook or Required reading 
REF = Reference or supplemental reading
| Type | ...................... | Title |
eBook |
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Call Number |
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I. Goodfellow, Y. Bengio, A. C. Courville, Deep Learning, MIT Press, 2016. . | Open Access | Yes | Q323.5 .G66 2016 | |
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Y. Nesterov, Lectures on Convex Optimization. Cham, Springer, 2018. |
ProQuest | Yes | QA402.5 .N463 2018 | ||
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 |
C. Bishop, Pattern Recognition and Machine Learning. Berlin: Springer-Verlag, 2006. | Open Access | Yes | Q327.B52 2009 | |
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J. Nocedal, and S. J. Wright, Numerical Optimization, 2nd ed. Springer Series in Operations Research, Springer-Verlag, New York, 2006. | Springer | Yes | QA402.5 .N62 2006 | |
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Y. Nesterov, Introductory Lectures on Convex Optimization: A Basic Course. Boston, MA, USA: Kluwer, 2004. |
Springer | Yes | QA402.5.N4617 2004 |
