| Sl.No | Chapter Name | MP4 Download |
|---|---|---|
| 1 | Tutorial 1 - Probability Basics 1 | Download |
| 2 | Tutorial 1-Probability basics2 | Download |
| 3 | Tutorial 2-Linear algebra-1 | Download |
| 4 | Tutorial 2-Linear algebra-2 | Download |
| 5 | Introduction to RL | Download |
| 6 | RL Framework and applications | Download |
| 7 | Introduction to Immediate RL | Download |
| 8 | Bandit Optimalities | Download |
| 9 | Value function based methods | Download |
| 10 | UCB 1 | Download |
| 11 | Concentration Bounds | Download |
| 12 | UCB 1 Theorem | Download |
| 13 | PAC Bounds | Download |
| 14 | Median Elimination | Download |
| 15 | Thompson Sampling | Download |
| 16 | Policy Search | Download |
| 17 | REINFORCE | Download |
| 18 | Contextual Bandits | Download |
| 19 | Full RL Introduction | Download |
| 20 | Returns, Value Functions and MDPs | Download |
| 21 | MDP Modelling | Download |
| 22 | Bellman Equation | Download |
| 23 | Bellman Optimality Equation | Download |
| 24 | Cauchy Sequence and Green's Equation | Download |
| 25 | Banach Fixed Point Theorem | Download |
| 26 | Convergence Proof | Download |
| 27 | Lpi Convergence | Download |
| 28 | Value Iteration | Download |
| 29 | Policy Iteration | Download |
| 30 | Dynamic Programming | Download |
| 31 | Monte Carlo | Download |
| 32 | Control in Monte Carlo | Download |
| 33 | Off Policy MC | Download |
| 34 | UCT | Download |
| 35 | TD(0) | Download |
| 36 | TD(0) Control | Download |
| 37 | Q-Learning | Download |
| 38 | Afterstate | Download |
| 39 | Eligibility Traces | Download |
| 40 | Backward View of Eligibility Traces | Download |
| 41 | Eligibility Trace Control | Download |
| 42 | Thompson Sampling Recap | Download |
| 43 | Function Approximation | Download |
| 44 | Linear Parameterization | Download |
| 45 | State Aggregation Methods | Download |
| 46 | Function Approximation and Eligibility Traces | Download |
| 47 | LSTD and LSTDQ | Download |
| 48 | LSPI and Fitted Q | Download |
| 49 | DQN and Fitted Q-Iteration | Download |
| 50 | Policy Gradient Approach | Download |
| 51 | Actor Critic and REINFORCE | Download |
| 52 | REINFORCE (cont'd) | Download |
| 53 | Policy Gradient with Function Approximation | Download |
| 54 | Hierarchical Reinforcement Learning | Download |
| 55 | Types of Optimality | Download |
| 56 | Semi Markov Decision Processes | Download |
| 57 | Options | Download |
| 58 | Learning with Options | Download |
| 59 | Hierarchical Abstract Machines | Download |
| 60 | MAXQ | Download |
| 61 | MAXQ Value Function Decomposition | Download |
| 62 | Option Discovery | Download |
| 63 | POMDP Introduction | Download |
| 64 | Solving POMDP | Download |
| Sl.No | Chapter Name | English |
|---|---|---|
| 1 | Tutorial 1 - Probability Basics 1 | Download Verified |
| 2 | Tutorial 1-Probability basics2 | Download Verified |
| 3 | Tutorial 2-Linear algebra-1 | Download Verified |
| 4 | Tutorial 2-Linear algebra-2 | Download Verified |
| 5 | Introduction to RL | Download Verified |
| 6 | RL Framework and applications | Download Verified |
| 7 | Introduction to Immediate RL | Download Verified |
| 8 | Bandit Optimalities | Download Verified |
| 9 | Value function based methods | Download Verified |
| 10 | UCB 1 | Download Verified |
| 11 | Concentration Bounds | Download Verified |
| 12 | UCB 1 Theorem | Download Verified |
| 13 | PAC Bounds | Download Verified |
| 14 | Median Elimination | Download Verified |
| 15 | Thompson Sampling | Download Verified |
| 16 | Policy Search | Download Verified |
| 17 | REINFORCE | Download Verified |
| 18 | Contextual Bandits | Download Verified |
| 19 | Full RL Introduction | Download Verified |
| 20 | Returns, Value Functions and MDPs | Download Verified |
| 21 | MDP Modelling | Download Verified |
| 22 | Bellman Equation | Download To be verified |
| 23 | Bellman Optimality Equation | Download Verified |
| 24 | Cauchy Sequence and Green's Equation | Download Verified |
| 25 | Banach Fixed Point Theorem | Download Verified |
| 26 | Convergence Proof | Download Verified |
| 27 | Lpi Convergence | Download Verified |
| 28 | Value Iteration | Download Verified |
| 29 | Policy Iteration | Download Verified |
| 30 | Dynamic Programming | Download Verified |
| 31 | Monte Carlo | Download Verified |
| 32 | Control in Monte Carlo | Download Verified |
| 33 | Off Policy MC | Download Verified |
| 34 | UCT | Download Verified |
| 35 | TD(0) | Download Verified |
| 36 | TD(0) Control | Download Verified |
| 37 | Q-Learning | Download Verified |
| 38 | Afterstate | Download Verified |
| 39 | Eligibility Traces | Download Verified |
| 40 | Backward View of Eligibility Traces | Download Verified |
| 41 | Eligibility Trace Control | Download To be verified |
| 42 | Thompson Sampling Recap | Download To be verified |
| 43 | Function Approximation | Download To be verified |
| 44 | Linear Parameterization | Download To be verified |
| 45 | State Aggregation Methods | Download To be verified |
| 46 | Function Approximation and Eligibility Traces | Download To be verified |
| 47 | LSTD and LSTDQ | Download To be verified |
| 48 | LSPI and Fitted Q | Download To be verified |
| 49 | DQN and Fitted Q-Iteration | Download To be verified |
| 50 | Policy Gradient Approach | Download To be verified |
| 51 | Actor Critic and REINFORCE | Download To be verified |
| 52 | REINFORCE (cont'd) | Download To be verified |
| 53 | Policy Gradient with Function Approximation | Download To be verified |
| 54 | Hierarchical Reinforcement Learning | Download Verified |
| 55 | Types of Optimality | Download Verified |
| 56 | Semi Markov Decision Processes | Download Verified |
| 57 | Options | Download Verified |
| 58 | Learning with Options | Download Verified |
| 59 | Hierarchical Abstract Machines | Download Verified |
| 60 | MAXQ | Download To be verified |
| 61 | MAXQ Value Function Decomposition | Download To be verified |
| 62 | Option Discovery | Download To be verified |
| 63 | POMDP Introduction | Download To be verified |
| 64 | Solving POMDP | Download To be verified |
| Sl.No | Language | Book link |
|---|---|---|
| 1 | English | Not Available |
| 2 | Bengali | Not Available |
| 3 | Gujarati | Not Available |
| 4 | Hindi | Not Available |
| 5 | Kannada | Not Available |
| 6 | Malayalam | Not Available |
| 7 | Marathi | Not Available |
| 8 | Tamil | Not Available |
| 9 | Telugu | Not Available |