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1.
Introduction to support vector machines and other kernel-based learning method by Nello Cristianini and John Shawe-Taylor by
  • Cristianini, Nello
  • Shawe-Taylor, John
Material type: Text Book
Publication details: Cambridge Cambridge University Press 2000
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 P.

2.
Machine learning By Tom M. Mitchell by
  • Mitchell, Tom M
Series: McGraw-hill series in computer science
Material type: Text Book
Publication details: New York McGraw hill 1997
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 N97.

3.
Statistical learning theory by Vladimir N. Vapnik by
  • Vapnik, Vladimir N,
Series: Wiley series on adaptive and learning systems for signal processing, Communications, and control ; | Haykin, Simon ed ;
Material type: Text Book
Publication details: New Delhi Wiley 1998
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 VAP.

4.
Foundations of machine learning by Mehryar Mohri, Afshin Rostamizdeh, and Ameet Talwalkar by
  • Mohri, Mehryar,
  • Rostamizdeh, Afshin and Talwalkar, Ameet
Series: Adaptive computation and machine learning series ;
Edition: 2nd ed.
Material type: Text Book
Publication details: Cambridge, MA MIT Press 2018
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 MOH.

5.
Deep Learning with Python By François Chollet by
  • Chollet, François, ,
Material type: Text Book
Publication details: Shelter Island Manning Publications Co., 2018
Availability: Items available for loan: Computer Science and Automation (1)Call number: 005.133 FRA/D.

6.
Reinforcement learning: an introduction By Richard S. Sutton and Andrew G. Barto. by
  • Sutton, Richard S., ,
  • Andrew G. Barto
Series: Adaptive computation and machine learning ;
Edition: Second edition.
Material type: Text Book
Publication details: Cambridge The MIT Press 2018
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 RIC/R.

7.
Pattern Recognition and Machine Learning by Christopher M. Bishop by
  • Bishop, Christopher M,
Series: Information science and Statistics ;
Material type: Text Book
Publication details: New York Springer Science and Business Media 2006
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.4 BIS/P.

8.
Deep learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville by
  • Goodfellow, Ian,
  • Bengio, Yoshua
  • Courville, Aaron
Series: Adaptive computation and machine ;
Material type: Text Book
Publication details: Cambridge MIT Press 2016
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 GOO/D.

9.
Deep learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville by
  • Goodfellow, Ian,
  • Bengio, Yoshua
  • Courville, Aaron
Series: Adaptive computation and machine ;
Material type: Text Book
Publication details: Cambridge MIT Press 2016
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 GOO/D.

10.
Machine learning the art and science of algorithms that make sense of data Peter Flach by
  • Flach, Peter,
Material type: Text Book
Publication details: New Delhi Cambridge University Press 2015
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 FLA/M.

11.
Pattern recognition and machine learning Christopher M. Bishop by
  • Bishop, Christopher M,
Series: Information science and statistics ;
Material type: Text Book
Publication details: New York Springer 2006
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.4 BIS/P.

12.
Introduction to computational learning theory Michel J. Kearns and Umesh V. Vazirani by
  • Kearns, Michael J,
  • Vazirani, Umesh V
Material type: Text Book
Publication details: Cambridge The MIT Press 1994
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 KEA/I.

13.
Elements fo causal inference foundations and learning algorithms by Jonas Peters, Dominik Janzing, and Bernhard Scholkopf by
  • Peters, Jonas,
  • Janzing, Dominik
  • Scholkopf, Bernhard
Series: Adapative computation and machine learning series ;
Material type: Text Book
Publication details: Cambridge, Massachusetts The MIT Press 2017
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 PET/E.

14.
Deep learning illustrated a visual, interactive guide to artificial intelligence by John Krohn by
  • Krohn, Jon,
Material type: Text Book
Publication details: New Delhi Pearson India 2020
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 KRO/D.

15.
Elements of statistical learning data mining, inference, and prediction byTrevor Hastie, Robert Tibshirani, Jerome Friedman by
  • Hastie, Trevor,
  • Tibshirani, Robert
  • Friedman, Jerome
Series: Springer Series in Stastistics ;
Edition: 2nd ed.
Material type: Text Book
Publication details: New York Springer 2013
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.3122 HAS/E.

16.
Algorithms for reinforcement learning by Csaba Szepesvari by
  • Szepesvari, Csaba,
Series: Synthesis lectures on artificial intelligence and machine learning ;
Material type: Text Book
Publication details: [s.l.] Morgan and Claypool Publishers 2010
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 SZE/A.

17.
Deep learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville. by
  • Goodfellow, Ian,
  • Bengio, Yoshua
  • Courville, Aaron
Material type: Text Book
Publication details: Massachusetts The MIT Press 2016
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 GOO/D.

18.
Probabilistic Machine Learning An Introduction by Kevin P. Murphy by
  • Murphy, Kevin P,
Material type: Text Book
Publication details: London The MIT Press 2022
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 MUR.

19.
Probabilistic machine learning An introduction by Kevin P. Murphy by
  • Murphy, Kevin P,
Series: Adaptive computation and machine learning ;
Material type: Text Book
Publication details: Cambridge MIT Press 2022
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 MUR.

20.
Deep learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville by
  • Goodfellow, Ian,
  • Bengio, Yoshua
  • Courville, Aaron
Series: Adaptive computation and machine ;
Material type: Text Book
Publication details: Cambridge MIT Press 2016
Availability: Items available for loan: Computer Science and Automation (1)Call number: 006.31 Goo.

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