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21.
Approximate dynamic programming and reinforcement learning - Algorithms, analysis and an application by Chandrashekar Lakshminarayanan by
  • Chandrashekar, Lakshminarayanan
  • Shalabh Bhatnagar
Material type: Text Book
Publication details: Bangalore IISc 2015
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 519.2330285631 P15 (THESIS).

22.
Design and analysis of consistent algorithms for multiclass learning problems by
  • Ramaswamy, Harish Guruprasad,
  • Shivani Agarwal
Material type: Text Book
Publication details: Bangalore IISc 2015
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 006.31 P156 (THESIS).

23.
Learning compact architectures for deep neural networks by Suraj Srinivas by
  • Srinivas, Suraj,
  • Babu, R Venkatesh
Material type: Text Book
Publication details: Bangalore IISc 2017
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 006.4 P17 (THESIS).

24.
Optimization algorithms for deterministic, stochastic and reinforcement learning settings by Ajin George Joseph by
  • Joseph, Ajin George,
  • Bhatnagar, Shalabh
Material type: Text Book
Publication details: Bangalore IISc 2017
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 006.31 P171 (THESIS).

25.
Deep learning with minimal supervision by Gaurav Pandey by
  • Pandey, Gaurav,
Material type: Text Book
Publication details: Bengaluru IISc 2017
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 006.31 PAN(THESIS).

26.
Machine learning algorithms using classical and quantum photonics by Bhawani Shankar Leelar by
  • Leelar, Bhawani Shankar,
Material type: Text Book
Publication details: Bengaluru IISc 2017
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 621.367 LEE(THESIS).

27.
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.

28.
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.

29.
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.

30.
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.

31.
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.

32.
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.

33.
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.

34.
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.

35.
Efficient algorithms for learning restricted boltzmann machines by Vidyadhar Upadhya; advised by P S Sastry by
  • Upadhya, Vidyadhar,
Material type: Text Book
Publication details: Bengaluru IISc 2020
Dissertation note: PhD; IISc; 2020
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 621 VID/E.

36.
Hyperspectral remote sensing for land cover classification and chlorophyll content estimation using advanced machine lea by Subir Paul; advised by D Nagesh Kumar by
  • Paul, Subir,
Material type: Text Book
Publication details: Bengaluru IISc 2020
Dissertation note: PhD; IISc; 2020
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 622 SUB/H.

37.
Model extraction and active learning by Aditya Shukla; advised by Vinod Ganapathy by
  • Shukla, Aditya,
Material type: Text Book
Publication details: Bengaluru IISc 2020
Dissertation note: MS; IISc; 2020
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 600 ADI/M.

38.
Model extraction defense using modified variational autoencoder by Yash Gupta; advised by Aditya Kanade and Shirish Shevade by
  • Gupta, Yash,
Material type: Text Book
Publication details: Bengaluru IISc 2020
Dissertation note: MS; IISc; 2020
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 600 YAS/M.

39.
Network models uncover key molecular perturbations in complex human diseases by S R Sathya Baarathi; advised by Nagasuma Chandra and N Srinivasan by
  • Sathya Baarathi, S R,
Material type: Text Book
Publication details: Bengaluru IISc 2020
Dissertation note: PhD; IISc; 2020
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 600 SAT/N.

40.
On leveraging dynamic processes in large social networks for smart cities by Naimisha Kolli; advised by N Balakrishnan and R Govindarajan by
  • Kolli, Naimisha,
Material type: Text Book
Publication details: Bengaluru IISc 2020
Dissertation note: PhD; IISc; 2020
Availability: Items available for reference: JRD Tata Memorial Library: Not for loan (1)Call number: 600 NAI/O.

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