📔 Information Theoretic Learning
Graduate Course, IISc, 2024
📌 Logistics: This is a self-taught course. The topics are designed by myself mostly following the book: Information Theory: From Coding to Learning by Y. Polyanskiy and Y. Wu.
Teaching and Courses
📔 Conformal Prediction and Learning
Graduate Course, IISc, 2024
📌 Logistics: This is a self-taught course. The topics are designed by myself mostly following the book: Algorithmic learning in a random world by V.Vovk, A.Gammerman, and G.Shafer.
📔 Teaching Assistant for Graduate Courses
Graduate Course, IISc, 2024
- 📌 Pattern Recognition and Neural Network(E2-233): This is an introductory course for machine learning and deep learning. The course contents can be found here.
- 📌 Advanced Deep Representation Learning(E2-333): This course is an advance course in representation learning. This course broadly covers recent research works in generative modeling, continual learning and meta learning. The course contents can be found here.
📔 Concentration Inequalities
Graduate Course, IISc, 2024
📌 Logistics: Lecture notes consists of materials from my coursework at IISc.
📔 Topology
Graduate Course, IISc, 2023
📌 Logistics: These course notes are from my coursework at ISI and IISc. More course notes are in preperation will be posted soon.
📔 Algebra
Graduate Course, IISc, 2023
📌 Logistics: These course notes are from my coursework at ISI and IISc. The course notes are in preperation will be posted soon.
📔 Measure Theory
Graduate Course, IISc, 2023
📌 Logistics: Lecture notes consists of materials from my coursework at IISc.
📔 Differentially Private Learning
Graduate Course, IISc, 2023
📌 Logistics: These are self prepared notes required for my research on Differential Privacy.
📔 Online Prediction and Learning
Graduate Course, IISc, 2022
📌 Logistics: Lecture notes consists of materials from my coursework at IISc.
📔 Detection and Estimation Theory
Graduate Course, IISc, 2022
📌 Logistics: Lecture notes consists of materials from my coursework both at IISc.
📔 Multivariable Calculus
Graduate Course, ISI & IISc, 2022
📌 Logistics: Lecture notes consists of materials from my coursework both at ISI and IISc.
📔 Linear Algebra
Graduate Course, ISI & IISc, 2022
📌 Logistics: Lecture notes consists of materials from my coursework both at ISI and IISc. The course notes are in preperation will be posted soon.
📔 Real Analysis
Graduate Course, ISI & IISc, 2022
📌 Logistics: Lecture notes consists of materials from my coursework both at ISI and IISc.