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    Artificial Intelligence IV - Reinforcement Learning in Java

    BY
    Udemy

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    Mode

    Online

    Fees

    ₹ 449 2499

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 449  ₹2,499
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Introduction

    • Introduction
    • Types of Learning
    • Applications of reinforcement learning

    Markov Decision Processes (MDP) Theory

    • Markov decision processes basics I
    • Markov decision processes basics II
    • Markov decision processes - equations
    • Markov decision processes - illustration
    • Bellman-equation
    • How to solve MDP problems?
    • Mathematical formulation of reinforcement learning
    • Reinforcement Learning Basics Quiz

    Markov Decision Processes - Value Iteration

    • What is value iteration?
    • Value iteration implementation I
    • Value iteration implementation II
    • Value iteration implementation III
    • Value iteration implementation IV
    • Value iteration implementation V

    Markov Decision Processes - Policy Iteration

    • What is policy iteration?
    • Value iteration vs policy iteration

    Q Learning Theory

    • Q learning introduction
    • Q learning introduction - the algorithm
    • Q learning illustration
    • Mathematical formulation of Q learning
    • Q Learning Quiz

    Pathfinding with Q-learning

    • ---- PATHFINDING ----
    • Pathfinding with Q-learning I
    • Pathfinding with Q-learning II
    • Pathfinding with Q-learning III
    • Pathfinding with Q-learning IV
    • ---- SHORTEST PATH ----
    • Shortest path with Q-learning

    Exploration vs Exploitation Problem

    • Exploration vs exploitation problem
    • N-armed bandit problem introduction
    • N-armed bandit problem implementation I
    • N-armed bandit problem implementation II
    • Applications: A/B testing in marketing
    • Exploration vs. Exploitation Quiz

    Deep Reinforcement Learning Theory

    • What is deep Q learning?
    • Deep Q learning and ε-greedy strategy
    • Deep Q-learning introduction - remember and replay
    • Mathematical formulation of deep Q learning
    • Deep Q Learning Quiz

    Course Materials (DOWNLOADS)

    • Course materials

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