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321.
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.

322.
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.

323.
Pattern recognition and machine learning by Christopher M. Bishop by
  • Bishop, Christopher M,
  • Christopher M, Bishop
Material type: Text Book
Publication details: New York Springer 2006
Availability: Items available for loan: JRD Tata Memorial Library (1)Call number: 006.4 CHR/P.

324.
Foundation of machine learning by
  • Mohri, Mehryar,
  • Rostamizadeh, Afshin
  • Talwalkar, Ameet
Edition: 2nd ed.
Material type: Text Book
Publication details: Cambridge MIT Press 2018
Availability: Items available for loan: Electrical Engineering (1)Call number: 006.31 MOH/F.

325.
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.

326.
Bayesian reasoning and machine learning by David Barber by
  • Barber, David,
Material type: Text Book
Publication details: New Delhi Cambridge University Press 2014
Availability: Items available for loan: JRD Tata Memorial Library (1)Call number: 006.31 BAR.

327.
Deep learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville. by
  • Goodfellow, Ian,
  • Bengio, Yoshua
  • Courville, Aaron
Series: Adaptive computation and machine learning ;
Material type: Text Book
Publication details: Massachusetts The MIT Press 2016
Availability: Items available for loan: JRD Tata Memorial Library (1)Call number: 006.31 GOO.

328.
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 2006
Availability: Items available for loan: JRD Tata Memorial Library (1)Call number: 006.31 BIS.

329.
Deep learning by Amit Kumar Das ...[et al.] by
  • Das, Amit Kumar,
  • Goswami, Saptarsi
  • Pabitra Mitra
  • Chakrabarti, Amlan
Material type: Text Book
Publication details: New Delhi Pearson India Education Services Pvt. Ltd. 2021
Availability: Items available for loan: Civil Engineering (1)Call number: 006.31 DAS.

330.
Deep learning by Ian Goodfellow, Yoshua Bengio, and 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: Civil Engineering (1)Call number: 006.31 GOO.

331.
Probabilistic machine learning an introduction by Kevin P. Murphy by
  • Murphy, Kevin P,
Series: Adaptive computation and machine learning series ;
Material type: Text Book
Publication details: Massachusetts The MIT Press 2022
Availability: Items available for loan: Civil Engineering (1)Call number: 006.31 MUR.

332.
Algorithms for fair clustering by Swati Allabadi; advised by Anand Louis and Arindam Khan by
  • Allabadi, Swati,
Material type: Text Book
Publication details: Bengaluru IISc 2021
Dissertation note: MTech (Res); IISc; 2021
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 371 SWA/A.

333.
Exploring topological phases of matter using density functional theory and machine learning approaches by Ranjan Kumar Barik; advised by Abhishek K Singh by
  • Barik, Ranjan Kumar,
Material type: Text Book
Publication details: Bengaluru IISc 2021
Dissertation note: PhD; IISc; 2021
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 530 RAN/E.

334.
Imitation learning techniques for robot manipulation by Sagar Gubbi Venkatesh; advised by Bharadwaj Amrutur by
  • Gubbi Venkatesh, Sagar,
Material type: Text Book
Publication details: Bengaluru IISc 2021
Dissertation note: PhD; IISc; 2021
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 620 SAG/I.

335.
Low power machine learning systems for energy efficient edge devices by Abhishek Ramdas Nair; advised by Chetan Singh Thakur by
  • Nair, Abhishek Ramdas,
Material type: Text Book
Publication details: Bengaluru IISc 2021
Dissertation note: PhD; IISc; 2021
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 621 ABH/L.

336.
MPCLeague: robust MPC platform for privacy-preserving machine learning by S Ajith; advised by Arpita Patra by
  • Ajith, S,
Material type: Text Book
Publication details: Bengaluru IISc 2021
Dissertation note: PhD; IISc; 2021
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 004 AJI/M.

337.
Novel First-order Algorithms for Non-smooth Optimization Problems in Machine Learning by Achintya Kundu; advised by Chiranjib Bhattacharyya by
  • Kundu, Achintya,
Material type: Text Book
Publication details: Bengaluru IISc 2021
Dissertation note: PhD; IISc; 2021
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 004 ACH/N.

338.
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: JRD Tata Memorial Library (1)Call number: 006.31 MUR.

339.
Rational design of efficient catalysts using first-principles and machine learning by Ritesh Kumar; advised by Abhishek K Singh by
  • Kumar, Ritesh,
Material type: Text Book
Publication details: Bengaluru IISc 2021
Dissertation note: PhD; IISc; 2021
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 540 RIT/R.

340.
Statistical network analysis: community structure, fairness constraints, and emergent behavior by Shubham Gupta; advised by Ambedkar Dukkipati by
  • Gupta, Shubham,
Material type: Text Book
Publication details: Bengaluru IISc 2021
Dissertation note: PhD; IISc; 2021
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 004 SHU/S.

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