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Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Fees Informations | Certificate Availability | Certificate Providing Authority |
|---|---|---|
| INR 1000 | yes | IIT Bombay |
The fees for the Bandit Algorithm (Online Machine Learning) course is :
| Fees type | Amount |
| Exam fees | Rs. 1,000 |
The Syllabus
- Introduction to Bandit Algorithms. From Batch to Online Setting
- Adversarial Setting with Full information (Halving, WM Algorithm )
- Adversarial Setting with Bandit Information
- Regret lower bounds for adversarial Setting
- Introduction to Stochastic Setting and various regret notions
- A primer on Concentration inequalities
- Stochastic Bandit Algorithms UCB, KL-UCB
- Lower bounds for stochastic Bandits
- Introductions to contextual bandits
- Overview of contextual bandit algorithms
- Introduction to pure exploration setups (fixed confidence vs budget)
- Algorithms for pure explorations (LUCB, KL-LUCB, lil’UCB)
Instructors
Articles
1 May'25, 10:46 AM
28 Feb'24, 08:51 AM
28 Feb'24, 07:16 AM
1 May'25, 10:46 AM
28 Feb'24, 08:51 AM
28 Feb'24, 07:16 AM
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