Online Machine Learning and Bandit Algorithms
Mumbai , India
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Tuition Fee
Start Date
Medium of studying
Fully Online
Duration
Details
Program Details
Degree
Masters
Major
Artificial Intelligence | Data Science
Area of study
Information and Communication Technologies | Mathematics and Statistics
Education type
Fully Online
Course Language
English
About Program
Program Overview
Department of Industrial Engineering & Operations Research, IIT Bombay
Overview
The Department of Industrial Engineering & Operations Research at IIT Bombay offers a range of academic programs, including Ph.D., M.Sc., M.Sc-Ph.D., M.Tech, B.Tech, and B.Tech Minor.
Academic Programs
- Ph.D.
- M.Sc.
- M.Sc-Ph.D.
- M.Tech
- B.Tech
- B.Tech Minor
- IDDDP
- CEP
- Time Table
- List of IEOR Courses
- Alumnus Endowment Awards
Course Details
IE 617: Online Machine Learning and Bandit Algorithms
Prerequisite
IE 621 or IE 611 or EE 325 or EE 601 or CS 723 or IE 605 or DS 203 or SC 629 or EE 734
Description
Brief introduction to batch learning methods and algorithms, Introduction to online learning methods: adversarial and stochastic settings, Online learning with expert feedback, bandit feedback, partial monitoring: algorithms and their analysis, Pure exploration algorithms, Introduction to reinforcement learning and connection to bandits
Research Areas
- Research Topics
- Publications
- Student Projects
- Computing
- FedEx ALFA
- TCAAI
Opportunities
- Faculty Positions
- Corporate Visitors
- Placements
News and Announcements
- Past News
- Past Announcements
- Departmental Convocation
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