48:02About the course | What is RL? | Reinforcement Learning (INF8953DE) | Lecture - 1 | Part - 1
A 48-minute video from chandar-lab: “About the course | What is RL? | Reinforcement Learning (INF8953DE) | Lecture - 1 | Part - 1”.
chandar-lab
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48:02
47:02Actor-Critic | Reinforcement Learning (INF8953DE) | Lecture - 8 | Part - 3
A 47-minute video from chandar-lab: “Actor-Critic | Reinforcement Learning (INF8953DE) | Lecture - 8 | Part - 3”.
38:55Behavior Cloning | Policy Penalty | Reinforcement Learning (INF8953DE) | Lecture - 12 | Part - 3
A 39-minute video from chandar-lab: “Behavior Cloning | Policy Penalty | Reinforcement Learning (INF8953DE) | Lecture - 12 | Part - 3”.
42:39Bellman Equation | Optimal Policies | Reinforcement Learning (INF8953DE) | Lecture - 3 | Part - 2
Intermediate
A 43-minute video from chandar-lab: “Bellman Equation | Optimal Policies | Reinforcement Learning (INF8953DE) | Lecture - 3 | Part - 2”.
49:31Challenges in RL | Reinforcement Learning (INF8953DE) | Lecture - 13 | Part - 2
A 50-minute video from chandar-lab: “Challenges in RL | Reinforcement Learning (INF8953DE) | Lecture - 13 | Part - 2”.
44:50Course Summary | Reinforcement Learning (INF8953DE) | Lecture - 13 | Part - 1
A 45-minute video from chandar-lab: “Course Summary | Reinforcement Learning (INF8953DE) | Lecture - 13 | Part - 1”.
53:59Deep Q-Network (DQN) | Reinforcement Learning (INF8953DE) | Lecture - 7 | Part - 3
A 54-minute video from chandar-lab: “Deep Q-Network (DQN) | Reinforcement Learning (INF8953DE) | Lecture - 7 | Part - 3”.
46:40Double Q Learning| n-Step SARSA | Reinforcement Learning (INF8953DE) | Lecture - 5 | Part - 3
A 47-minute video from chandar-lab: “Double Q Learning| n-Step SARSA | Reinforcement Learning (INF8953DE) | Lecture - 5 | Part - 3”.
50:53Dyna Q | Dyna Q+ | Reinforcement Learning (INF8953DE) | Lecture - 9 | Part - 2
A 51-minute video from chandar-lab: “Dyna Q | Dyna Q+ | Reinforcement Learning (INF8953DE) | Lecture - 9 | Part - 2”.
49:05Dynamic Programming| Intro-Monte Carlo | Reinforcement Learning (INF8953DE) | Lecture - 4 | Part - 1
A 49-minute video from chandar-lab: “Dynamic Programming| Intro-Monte Carlo | Reinforcement Learning (INF8953DE) | Lecture - 4 | Part - 1”.
54:31Eligibility Traces| Reinforcement Learning (INF8953DE) | Lecture - 10 | Part - 2
A 55-minute video from chandar-lab: “Eligibility Traces| Reinforcement Learning (INF8953DE) | Lecture - 10 | Part - 2”.
54:12Epsilon Greedy | Optimistic Initial. | Reinforcement Learning (INF8953DE) | Lecture - 2 | Part - 1
A 54-minute video from chandar-lab: “Epsilon Greedy | Optimistic Initial. | Reinforcement Learning (INF8953DE) | Lecture - 2 | Part - 1”.
42:12Finite Markov Decision Processes | Reinforcement Learning (INF8953DE) | Lecture - 2 | Part - 3
A 42-minute video from chandar-lab: “Finite Markov Decision Processes | Reinforcement Learning (INF8953DE) | Lecture - 2 | Part - 3”.
50:49Gradient and Semi-gradient methods | Reinforcement Learning (INF8953DE) | Lecture - 6 | Part - 2
A 51-minute video from chandar-lab: “Gradient and Semi-gradient methods | Reinforcement Learning (INF8953DE) | Lecture - 6 | Part - 2”.
50:45Hierarchical RL | Reinforcement Learning (INF8953DE) | Lecture - 11 | Part - 1
A 51-minute video from chandar-lab: “Hierarchical RL | Reinforcement Learning (INF8953DE) | Lecture - 11 | Part - 1”.
45:00Immediate Reinforcement Learning | Reinforcement Learning (INF8953DE) | Lecture - 1 | Part - 3
A 45-minute video from chandar-lab: “Immediate Reinforcement Learning | Reinforcement Learning (INF8953DE) | Lecture - 1 | Part - 3”.
45:36Intro to Policy Gradient Methods | Reinforcement Learning (INF8953DE) | Lecture - 8 | Part - 1
A 46-minute video from chandar-lab: “Intro to Policy Gradient Methods | Reinforcement Learning (INF8953DE) | Lecture - 8 | Part - 1”.
49:30Intro to Reinforcement Learning | Reinforcement Learning (INF8953DE) | Lecture - 1 | Part - 2
Intermediate
A 50-minute video from chandar-lab: “Intro to Reinforcement Learning | Reinforcement Learning (INF8953DE) | Lecture - 1 | Part - 2”.
48:30Introduction to Planning Methods | Reinforcement Learning (INF8953DE) | Lecture - 9 | Part - 1
Intermediate
A 48-minute video from chandar-lab: “Introduction to Planning Methods | Reinforcement Learning (INF8953DE) | Lecture - 9 | Part - 1”.
49:09Least Square TD | Coarse Coding | Reinforcement Learning (INF8953DE) | Lecture - 6 | Part - 3
A 49-minute video from chandar-lab: “Least Square TD | Coarse Coding | Reinforcement Learning (INF8953DE) | Lecture - 6 | Part - 3”.
50:34MDP-2 | State value | Action value | Reinforcement Learning (INF8953DE) | Lecture - 3 | Part - 1
A 51-minute video from chandar-lab: “MDP-2 | State value | Action value | Reinforcement Learning (INF8953DE) | Lecture - 3 | Part - 1”.
31:32Model Predictive Control | Reinforcement Learning (INF8953DE) | Lecture - 10 | Part - 1
A 32-minute video from chandar-lab: “Model Predictive Control | Reinforcement Learning (INF8953DE) | Lecture - 10 | Part - 1”.
46:29Monte Carlo - OFF Policy Methods | Reinforcement Learning (INF8953DE) | Lecture - 4 | Part - 3
A 46-minute video from chandar-lab: “Monte Carlo - OFF Policy Methods | Reinforcement Learning (INF8953DE) | Lecture - 4 | Part - 3”.
49:18Monte Carlo - ON Policy Methods| Reinforcement Learning (INF8953DE) | Lecture - 4 | Part - 2
A 49-minute video from chandar-lab: “Monte Carlo - ON Policy Methods| Reinforcement Learning (INF8953DE) | Lecture - 4 | Part - 2”.
49:17Non-linear Function Approximation | Reinforcement Learning (INF8953DE) | Lecture - 7 | Part - 1
A 49-minute video from chandar-lab: “Non-linear Function Approximation | Reinforcement Learning (INF8953DE) | Lecture - 7 | Part - 1”.
47:43Off-Policy method with FA | Reinforcement Learning (INF8953DE) | Lecture - 7 | Part - 2
A 48-minute video from chandar-lab: “Off-Policy method with FA | Reinforcement Learning (INF8953DE) | Lecture - 7 | Part - 2”.
44:26POMDP Value Iteration | Offline RL | Reinforcement Learning (INF8953DE) | Lecture - 12 | Part - 2
A 44-minute video from chandar-lab: “POMDP Value Iteration | Offline RL | Reinforcement Learning (INF8953DE) | Lecture - 12 | Part - 2”.
48:43Partial Observability | POMDP | Reinforcement Learning (INF8953DE) | Lecture - 12 | Part - 1
A 49-minute video from chandar-lab: “Partial Observability | POMDP | Reinforcement Learning (INF8953DE) | Lecture - 12 | Part - 1”.
52:52Policy Gradient Theorem - Proof | Reinforcement Learning (INF8953DE) | Lecture - 8 | Part-2
A 53-minute video from chandar-lab: “Policy Gradient Theorem - Proof | Reinforcement Learning (INF8953DE) | Lecture - 8 | Part-2”.
55:55Policy Iteration | Policy Evaluation | Reinforcement Learning (INF8953DE) | Lecture - 3 | Part - 3
A 56-minute video from chandar-lab: “Policy Iteration | Policy Evaluation | Reinforcement Learning (INF8953DE) | Lecture - 3 | Part - 3”.
51:38Prioritizes Sweeping and MCTS | Reinforcement Learning (INF8953DE) | Lecture - 9 | Part - 3
A 52-minute video from chandar-lab: “Prioritizes Sweeping and MCTS | Reinforcement Learning (INF8953DE) | Lecture - 9 | Part - 3”.
44:38Q-Learning | SARSA | Reinforcement Learning (INF8953DE) | Lecture - 5 | Part - 2
A 45-minute video from chandar-lab: “Q-Learning | SARSA | Reinforcement Learning (INF8953DE) | Lecture - 5 | Part - 2”.
45:29Research Directions | More pointers | Reinforcement Learning (INF8953DE) | Lecture - 13 | Part - 3
A 45-minute video from chandar-lab: “Research Directions | More pointers | Reinforcement Learning (INF8953DE) | Lecture - 13 | Part - 3”.
47:16SMDP & Intra-Option Q-Learning | MAXQ | Reinforcement Learning (INF8953DE) | Lecture - 11 | Part - 3
A 47-minute video from chandar-lab: “SMDP & Intra-Option Q-Learning | MAXQ | Reinforcement Learning (INF8953DE) | Lecture - 11 | Part - 3”.
54:18Temporal Difference Learning | Reinforcement Learning (INF8953DE) | Lecture - 5 | Part - 1
A 54-minute video from chandar-lab: “Temporal Difference Learning | Reinforcement Learning (INF8953DE) | Lecture - 5 | Part - 1”.
58:54True Online TD Learning | Reinforcement Learning (INF8953DE) | Lecture - 10 | Part - 3
A 59-minute video from chandar-lab: “True Online TD Learning | Reinforcement Learning (INF8953DE) | Lecture - 10 | Part - 3”.