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	1.	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.) Series: Springer series in statistics Edition: 2nd ed. Material type: Text; Format: print ; Literary form: Not fiction Publication details: New York, NY : Springer, c2009 Availability: Items available for loan: Library (3)Call number: 519-2009, ... Items available for reference: Library: Not for loan (1)Call number: 519-2009. Not available: Checked out (2). Place hold
	2.	Numerical algorithms: methods for computer vision, machine learning, and graphics by Solomon, Justin Material type: Text; Format: print ; Literary form: Not fiction Language: English Publication details: Boca Raton CRC Press, Taylor & Francis Group 2015 Availability: Items available for loan: Library (3)Call number: 005-2015, ... Items available for reference: Books at groups: Not for loan (1). Not available: Checked out (2). Place hold
	3.	Deep learning Ian Goodfellow, Yoshua Bengio and Aaron Courville by Goodfellow, Ian [author] Bengio, Yoshua [author] Courville, Aaron [author] Series: Adaptive computation and machine learning series Material type: Text; Format: print ; Literary form: Not fiction Language: English Publisher: Cambridge, Massachusetts London, Engeland MIT Press [2016] Availability: Items available for loan: Library (2)Call number: 006-2016, ... Items available for reference: Books at groups: Not for loan (1). Not available: Checked out (1). Place hold
	4.	Cloud computing for machine learning and cognitive applications Kai Hwang by Hwang, Kai [author] Material type: Text; Format: print ; Literary form: Not fiction Language: English Publisher: Cambridge, Massachusetts London The MIT Press [2017] Availability: Items available for loan: Library (1)Call number: 004-2017. Place hold
	6.	Pattern recognition and machine learning / Christopher M. Bishop. by Bishop, Christopher M Series: Information science and statistics Material type: Text; Format: print ; Literary form: Not fiction Publication details: New York : Springer, 2006 Online resources: publisher description table of contents only Availability: Items available for loan: Library (1)Call number: 006-2006. Place hold
	7.	Hands-on machine learning with Scikit-Learn and TensorFlow : concepts, tools, and techniques to build intelligent systems / Aurélien Géron. by Géron, Aurélien [author.] Edition: First edition. Material type: Text; Format: print ; Literary form: Not fiction Publisher: Beijing : O'Reilly, 2017 Availability: Items available for loan: Library (3)Call number: 006-2017, ... Lists: "R". Place hold
	8.	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 [author] Ben-David, Shai [author] Material type: Text; Format: print ; Literary form: Not fiction Language: English Publisher: Cambridge New York, NY; Port Melbourne Delhi Singapore Cambrige University Press [2014] Online resources: statement of content table of contents Availability: Items available for loan: Library (4)Call number: 006-2014, ... Items available for reference: Books at groups: Not for loan (1). Library: Not for loan (1)Call number: 006-2014. Not available: Checked out (1). Place hold
	9.	Graphical models, exponential families, and variational inference [electronic resource] / Martin J. Wainwright and Michael I. Jordan. by Wainwright, Martin J Jordan, Michael Irwin, 1956- Series: Foundations and trends in machine learning (Online) ; v. 1, issue 1-2, p. 1-305. Material type: Text; Format: electronic available online ; Literary form: Not fiction ; Audience: Specialized; Publication details: Hanover, Mass. : Now Publishers, c2008 Online resources: Abstract with links to full text: Availability: Items available for loan: e-Library (1). Place hold
	10.	Dimension reduction [electronic resource] : a guided tour / Burges, Christopher J.C. by Burges, Christopher J. C Series: Foundations and trends in machine learning (Online) ; v. 2, issue 4, p. 275-365. Material type: Text; Format: electronic available online ; Literary form: Not fiction ; Audience: Specialized; Publication details: Hanover, Mass. : Now Publishers, c2010 Online resources: Abstract with links to full text: Availability: Items available for loan: e-Library (1). Place hold
	11.	Property testing [electronic resource] : a learning theory perspective / Dana Ron. by Ron, Dana Series: Foundations and trends in machine learning (Online) ; v. 1, issue 3, p. 307-402. Material type: Text; Format: electronic available online ; Literary form: Not fiction ; Audience: Specialized; Publication details: Hanover, Mass. : Now Publishers, c2008 Online resources: Abstract with links to full text: Availability: Items available for loan: e-Library (1). Place hold
	12.	An introduction to conditional random fields [electronic resource] / Charles Sutton and Andrew McCallum. by Sutton, Charles McCallum, Andrew Series: Foundations and trends in machine learning ; v. 4, issue 4, p. 267-373. Material type: Text; Format: electronic available online ; Literary form: Not fiction ; Audience: Specialized; Publication details: Hanover, Mass. : Now Publishers, c2012 Online resources: Abstract with links to full text: Availability: Items available for loan: e-Library (1). Place hold
	13.	Optimization with sparsity-inducing penalties [electronic resource] / Francis Bach ... [et al.]. by Bach, Francis Series: Foundations and trends in machine learning (Online) ; v. 4, issue 1, p. 1-106. Material type: Text; Format: electronic available online ; Literary form: Not fiction ; Audience: Specialized; Publication details: Hanover, Mass. : Now Publishers, c2012 Online resources: Abstract with links to full text: Availability: Items available for loan: e-Library (1). Place hold
	14.	Distributed optimization and statistical learning via the alternating direction method of multipliers [electronic resource] / Stephen Boyd ... [et al.]. by Boyd, Stephen Series: Foundations and trends in machine learning (Online) ; v. 3, issue 1, p. 1-122. Material type: Text; Format: electronic available online ; Literary form: Not fiction ; Audience: Specialized; Publication details: Hanover, Mass. : Now Publishers, c2011 Online resources: Abstract with links to full text: Availability: Items available for loan: e-Library (1). Place hold
	15.	Online learning and online convex optimization [electronic resource] / Shai Shalev-Shwartz. by Shalev-Shwartz, Shai Series: Foundations and trends in machine learning (Online) ; v. 4, issue 2, p. 107-194. Material type: Text; Format: electronic available online ; Literary form: Not fiction ; Audience: Specialized; Publication details: Hanover, Mass. : Now Publishers, c2012 Online resources: Abstract with links to full text: Availability: Items available for loan: e-Library (1). Place hold
	16.	Metric learning : a survey / by Brian Kulis. by Kulis, Brian [author.] Now Publishers [publisher.] Series: Foundations and trends in machine learning ; volume 5, issue 4, pages 287-364. Material type: Text; Format: available online ; Literary form: Not fiction ; Audience: Specialized; Publisher: [Hanover, Massachusetts] : Now Publishers, 2013 Online resources: Abstract with links to full text Availability: Items available for loan: e-Library (1). Place hold
	17.	Regret analysis of stochastic and nonstochastic multi-armed bandit problems [electronic resource] / Sébastien Bubeck and Nicolò Cesa-Bianchi. by Bubeck, Sébastien Cesa-Bianchi, Nicolò, 1963- Series: Foundations and trends in machine learning ; v. 5, issue 1, p. 1-122. Material type: Text; Format: available online ; Literary form: Not fiction ; Audience: Specialized; Publication details: Hanover, Mass. : Now Publishers, c2012 Online resources: Abstract with links to full text: Availability: Items available for loan: e-Library (1). Place hold
	18.	On the concentration properties of interacting particle processes [electronic resource] / Pierre Del Moral, Peng Hu and Liming Wu. by Del Moral, Pierre Hu, Peng Wu, Liming Series: Foundations and trends in machine learning (Online) ; v. 3, issue 3-4, p. 225-389. Material type: Text; Format: electronic available online ; Literary form: Not fiction ; Audience: Specialized; Publication details: Hanover, Mass. : Now Publishers, c2012 Online resources: Abstract with links to full text: Availability: Items available for loan: e-Library (1). Place hold
	19.	From bandits to Monte-Carlo tree search : the optimistic principle applied to optimization and planning / Rémi Munos. by Munos, Rémi [author.] Now Publishers [publisher.] Series: Foundations and trends in machine learning ; volume 7, issue 1, pages 1-129. Material type: Text; Format: available online ; Literary form: Not fiction ; Audience: Specialized; Publisher: [Hanover, Massachusetts] : Now Publishers, 2014 Online resources: Abstract with links to full text Availability: Items available for loan: e-Library (1). Place hold
	20.	Learning with submodular functions : a convex optimization perspective / Francis Bach. by Bach, Francis, 1974- [author.] Now Publishers [publisher.] Series: Foundations and trends in machine learning ; volume 6, issue 2-3, pages 145-373. Material type: Text; Format: available online ; Literary form: Not fiction ; Audience: Specialized; Publisher: [Hanover, Massachusetts] : Now Publishers, 2013 Online resources: Abstract with links to full text Availability: Items available for loan: e-Library (1). Place hold

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