SKOLKOVO School of Management

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1. Pattern recognition and machine learning /

by Bishop, Christopher M.

Publisher: New York : Springer, 2006Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: Q327] (1). Checked out (2).
2. Machine learning : a probabilistic perspective /

by Murphy, Kevin P.

Publisher: Cambridge, MA : MIT Press, c2012Online access: Full-text here Availability: No items available In transit (1).
3. Bayesian reasoning and machine learning / David Barber.

by Barber, David, 1968-.

Publisher: Cambridge ; New York : Cambridge University Press, 2011Online access: Full-text here Availability: No items available Checked out (2).
4. Foundations of machine learning / Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar.

by Mohri, Mehryar | Rostamizadeh, Afshin | Talwalkar, Ameet.

Publisher: Cambridge, MA : MIT Press, c2012Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: Q325.5 .M64 2012] (8). Checked out (1). In transit (1).
5. Gaussian processes for machine learning / Carl Edward Rasmussen, Christopher K.I. Williams.

by Rasmussen, Carl Edward | Williams, Christopher K. I.

Publisher: Cambridge, Mass. : MIT Press, c2006Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QA274.4 .R37 2006] (1).
6. The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman.

by Hastie, Trevor | Tibshirani, Robert | Friedman, J. H. (Jerome H.).

Edition: 2nd ed.Publisher: New York, NY : Springer, c2009Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: Q325.5 .H39 2009] (1).
7. Deep learning / Ian Goodfellow, Yoshua Bengio, and Aaron Courville.

by Goodfellow, Ian [author.] | Bengio, Yoshua [author.] | Courville, Aaron [author.].

Availability: Items available for loan: Skoltech library [Call number: Q325.5 .G66 2016] (1).
8. Gaussian processes for machine learning [electronic resource] / Carl Edward Rasmussen, Christopher K.I. Williams.

by Rasmussen, Carl Edward | Williams, Christopher K. I | ProQuest (Firm).

Publisher: Cambridge, Mass. : MIT Press, c2006Online access: Click to View Availability: No items available
9. Foundations of machine learning [electronic resource] / Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar.

by Mohri, Mehryar | Rostamizadeh, Afshin | Talwalkar, Ameet | ProQuest (Firm).

Publisher: Cambridge, MA : MIT Press, c2012Online access: Click to View Availability: No items available
10. Machine learning [electronic resource] : a probabilistic perspective / Kevin P. Murphy.

by Murphy, Kevin P, 1970- | ProQuest (Firm).

Publisher: Cambridge, MA : MIT Press, c2012Online access: Click to View Availability: No items available
11. Understanding machine learning : from theory to algorithms / Shai Shalev-Shwartz, The Hebrew University, Jerusalem, Shai Ben-David, University of Waterloo, Canada.

by Shalev-Shwartz, Shai | Ben-David, Shai.

Online access: Full-text online Availability: Items available for loan: Skoltech library [Call number: Q325.5 .S475 2014] (2).
12. Principles and theory for data mining and machine learning / Bertrand Clarke, Ernest Fokoué, Hao Helen Zhang.

by Clarke, Bertrand Salem | Fokoué, Ernest | Zhang, Hao Helen.

Publisher: Dordrecht ; New York : Springer, c2009Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QA76.9.D343 C473 ] (1).
13. Boosting : foundations and algorithms / Robert E. Schapire and Yoav Freund.

by Schapire, Robert E | Freund, Yoav.

Publisher: Cambridge, MA : MIT Press, c2012Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: Q325.75 .S33 2012] (1).
14. Dimension Reduction A Guided Tour

by Burges, Christopher J.C.

Publisher: Hanover, MA : Now Publishers Inc., 2009Online access: Full-text online Availability: Items available for loan: Skoltech library [Call number: Q325.5 .B1] (1). Checked out (1).
15. Nonnegative matrix and tensor factorizations : applications to exploratory multi-way data analysis and blind source separation / Andrzej Cichocki ... [et al.].

by Cichocki, Andrzej.

Publisher: Chichester, U.K. : John Wiley, 2009Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QA76.9.A43 N65 2009] (1).
16. Adaptive blind signal and image processing : learning algorithms and applications / Andrzej Cichocki, Shun-ichi Amari.

by Cichocki, Andrzej | Amari, Shun'ichi.

Publisher: Chichester ; New York : J. Wiley, c2002Online access: Publisher description | Table of contents Availability: Items available for loan: Skoltech library [Call number: TK5102.9 .C488 2002] (1).
17. Elements of causal inference : foundations and learning algorithms / Jonas Peters, Dominik Janzing, and Bernhard Schölkopf.

by Peters, Jonas, 1984- [author.] | Janzing, Dominik [author.] | Schölkopf, Bernhard [author.].

Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: Q325.5 .P48 2017] (1).
18. Deep learning for the life sciences : applying deep learning to genomics, microscopy, drug discovery and more / Bharath Ramsundar, Peter Eastman, Patrick Walters, & Vijay Pande.

by Ramsundar, Bharath [author.] | Eastman, Peter (Software developer) [author.] | Walters, Patrick [author.] | Pande, Vijay [author.].

Edition: First edition.Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QH307.2 .R36 2019] (1).
19. Machine learning for future wireless communications / Dr. Fa-Long Luo.

by Luo, Fa-Long [author.].

Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: TK5103.2 .L86 2019] (2).
20. Recurrent neural networks for prediction : learning algorithms, architectures, and stability / Danilo P. Mandic, Jonathon A. Chambers.

by Mandic, Danilo P | Chambers, Jonathon A.

Publisher: Chichester ; New York : John Wiley, c2001Online access: Publisher description | Table of Contents Availability: Items available for loan: Skoltech library [Call number: Q325.5 .M36 2001] (1).