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    Quick Facts

    Medium Of InstructionsMode Of LearningMode Of Delivery
    EnglishSelf StudyVideo and Text Based

    Courses and Certificate Fees

    Fees InformationsCertificate AvailabilityCertificate Providing Authority
    INR 1000yesIIT Bombay

    The fees for the Bandit Algorithm (Online Machine Learning)  course is :

    Fees typeAmount
    Exam feesRs. 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)

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