Reinforcement Learning with Python Explained for Beginners | 12B5E4E95F5C7115E18481ADF639649B1BB54C36

Reinforcement Learning with Python Explained for Beginners

Name	Reinforcement Learning with Python Explained for Beginners	DOWNLOAD Copy Link
Total Size	3.6 GB
Total Files	349
Last Seen	2024-10-06 23:41
Hash	12B5E4E95F5C7115E18481ADF639649B1BB54C36

/.../10. Temporal Differencing-Q Learning/
10. Q-Learning Implementation for MAPROVER Clipped.mp4	125.6 MB
10. Q-Learning Implementation for MAPROVER Clipped.srt	26.8 KB
2. Learning Rate.srt	8.1 KB
9. Q-Learning.srt	7.6 KB
10.1 QLearning_MAPROVER.ipynb	7.0 KB
1. Running Average.srt	6.0 KB
3. Activity TD Learning Rate Python.srt	5.7 KB
5. TD Algorithm.srt	4.4 KB
4. Learning Equation.srt	4.4 KB
7. Epsilon Greedy Policy.srt	3.6 KB
8. SARSA.srt	3.6 KB
6. Exploration vs Exploitation.srt	2.8 KB
11. SARSA MAPRover Activity.srt	0.6 KB
9. Q-Learning.mp4	50.3 MB
2. Learning Rate.mp4	48.3 MB
1. Running Average.mp4	33.4 MB
5. TD Algorithm.mp4	31.2 MB
8. SARSA.mp4	28.9 MB
4. Learning Equation.mp4	27.6 MB
3. Activity TD Learning Rate Python.mp4	24.9 MB
7. Epsilon Greedy Policy.mp4	17.1 MB
6. Exploration vs Exploitation.mp4	15.1 MB
11. SARSA MAPRover Activity.mp4	5.8 MB
/
TutsNode.com.txt	0.1 KB
[TGx]Downloaded from torrentgalaxy.to .txt	0.6 KB
/.../1. Introduction to Course and Instructor/
1.1 Reinforcement Learning Introduction.pptx	119.7 KB
2. Link to oneDrive and Github to get the Python Notebooks.html	1.1 KB
1. Introduction to Course and Instructor.srt	5.6 KB
1. Introduction to Course and Instructor.mp4	19.8 MB
/.../12. Project Frozenlake (Open AI Gym)/
2. Frozenlake Implementation.srt	23.6 KB
3. Implementation Frozen Lake Numpy Activity.srt	1.1 KB
2. Frozenlake Implementation.mp4	117.7 MB
2.1 FrozenLake-gym.ipynb	6.4 KB
4. THANK YOU.srt	2.7 KB
1. Frozenlake 1.srt	2.5 KB
4. THANK YOU.mp4	31.2 MB
1. Frozenlake 1.mp4	9.3 MB
3. Implementation Frozen Lake Numpy Activity.mp4	6.0 MB
1.1 Reinforcement Learning Complete.pptx	5.4 MB
/4. GridWorld Example/
8. Stochastic Environment 3.srt	13.0 KB
9. Non Stationary Environment.srt	10.9 KB
4. Policy Comparison.srt	10.7 KB
6. Stochastic Environment.srt	10.1 KB
5. Deterministic Environment.srt	9.2 KB
3. Setup 3.srt	8.7 KB
10. GridWorld Summary.srt	7.1 KB
7. Stochastic Environment 2.srt	6.5 KB
2. Setup 2.srt	6.4 KB
11. Activity.srt	0.9 KB
1. Setup 1.srt	3.9 KB
9. Non Stationary Environment.mp4	62.0 MB
3. Setup 3.mp4	54.3 MB
8. Stochastic Environment 3.mp4	51.1 MB
6. Stochastic Environment.mp4	49.1 MB
4. Policy Comparison.mp4	48.4 MB
5. Deterministic Environment.mp4	46.2 MB
2. Setup 2.mp4	31.9 MB
10. GridWorld Summary.mp4	28.4 MB
7. Stochastic Environment 2.mp4	22.6 MB
1. Setup 1.mp4	17.4 MB
11. Activity.mp4	7.6 MB
/8. Solving MDP/
9. Value Iteration Solution.srt	12.4 KB
17. Policy Iteration.srt	9.6 KB
12. Policy Evaluation.srt	9.4 KB
19. State Action Values.srt	8.9 KB
11. Problems of Value Iteration.srt	7.4 KB
5. Bellman Equation.srt	6.9 KB
4. Optimal Policy.srt	6.6 KB
20. V and Q Comparisons.srt	6.5 KB
2. Value Functions.srt	6.1 KB
10. Value Iteration Solution Activity Value Iteration Python.srt	5.9 KB
14. Policy Evaluation 3.srt	5.9 KB
13. Policy Evaluation 2.srt	5.7 KB
3. Optimal Value Function.srt	5.7 KB
15. Policy Evaluation Closed Form Solution.srt	5.1 KB
6. Value Iteration.srt	4.7 KB
16. Policy Evaluation ClosedFormSolution Activity Policy Evaluation Python.srt	4.2 KB
7. Value Iteration Quiz.srt	3.8 KB
18. Policy Iteration Activity Policy Iteration Python.srt	2.8 KB
1. MDP Recap.srt	2.5 KB
8. Value Iteration Quiz Gamma Missing.srt	1.1 KB
9. Value Iteration Solution.mp4	86.2 MB
12. Policy Evaluation.mp4	39.3 MB
17. Policy Iteration.mp4	36.5 MB
19. State Action Values.mp4	36.0 MB
10. Value Iteration Solution Activity Value Iteration Python.mp4	35.5 MB
5. Bellman Equation.mp4	32.2 MB
11. Problems of Value Iteration.mp4	30.9 MB
14. Policy Evaluation 3.mp4	30.5 MB
3. Optimal Value Function.mp4	28.1 MB
4. Optimal Policy.mp4	26.7 MB
13. Policy Evaluation 2.mp4	25.9 MB
2. Value Functions.mp4	25.5 MB
6. Value Iteration.mp4	23.4 MB
7. Value Iteration Quiz.mp4	22.0 MB
20. V and Q Comparisons.mp4	20.5 MB
16. Policy Evaluation ClosedFormSolution Activity Policy Evaluation Python.mp4	19.5 MB
15. Policy Evaluation Closed Form Solution.mp4	19.1 MB
18. Policy Iteration Activity Policy Iteration Python.mp4	14.8 MB
1. MDP Recap.mp4	12.1 MB
8. Value Iteration Quiz Gamma Missing.mp4	9.8 MB
/.../3. Terminology of Reinforcement Learning/
7. What is Reward.srt	12.1 KB
10. Summary.srt	10.5 KB
4. What is State.srt	6.7 KB
2. What is Environment_2.srt	6.6 KB
6. What is Action.srt	6.5 KB
3. What is Agent.srt	6.3 KB
5. State Belongs to Environment and not to Agent.srt	6.1 KB
9. Policy.srt	5.4 KB
8. Goal.srt	4.3 KB
1. What is Environment.srt	3.8 KB
7. What is Reward.mp4	61.7 MB
10. Summary.mp4	52.4 MB
5. State Belongs to Environment and not to Agent.mp4	46.7 MB
2. What is Environment_2.mp4	45.8 MB
3. What is Agent.mp4	40.2 MB
4. What is State.mp4	37.9 MB
6. What is Action.mp4	35.1 MB
9. Policy.mp4	28.8 MB
8. Goal.mp4	25.0 MB
1. What is Environment.mp4	22.9 MB
/.../2. Motivation Reinforcement Learning/
1. What is Reinforcement Learning.srt	11.7 KB
3. RL vs Other ML Frameworks.srt	10.9 KB
6. Limitations of Reinforcement Learning.srt	10.5 KB
7. Request for Your Honest Review.srt	2.6 KB
8. Exercises.srt	3.0 KB
2. What is Reinforcement Learning Hiders and Seekers by OpenAI.srt	8.3 KB
5. Examples of Reinforcement Learning.srt	6.2 KB
4. Why Reinforcement Learning.srt	4.8 KB
2. What is Reinforcement Learning Hiders and Seekers by OpenAI.mp4	75.8 MB
3. RL vs Other ML Frameworks.mp4	62.2 MB
6. Limitations of Reinforcement Learning.mp4	55.6 MB
1. What is Reinforcement Learning.mp4	35.6 MB
7. Request for Your Honest Review.mp4	30.3 MB
4. Why Reinforcement Learning.mp4	27.1 MB
5. Examples of Reinforcement Learning.mp4	20.9 MB
8. Exercises.mp4	15.7 MB
/9. Value Approximation/
6. Monte-Carlo Learning Example.srt	11.6 KB
3. Model Based Solutions.srt	5.2 KB
5. Monte-Carlo Learning.srt	4.7 KB
2. Why Transition Probabilities are Important.srt	3.9 KB
7. Monte-Carlo Learning Limitations.srt	3.6 KB
1. What does it mean that MDP is Unknown.srt	3.6 KB
4. Model Free Solutions.srt	3.0 KB
6. Monte-Carlo Learning Example.mp4	62.0 MB
5. Monte-Carlo Learning.mp4	26.9 MB
2. Why Transition Probabilities are Important.mp4	22.0 MB
3. Model Based Solutions.mp4	21.1 MB
7. Monte-Carlo Learning Limitations.mp4	19.2 MB
4. Model Free Solutions.mp4	17.7 MB
1. What does it mean that MDP is Unknown.mp4	12.3 MB
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/.../5. Markov Decision Process Prerequisites/
16. Modeling Uncertainity of Environment Value Functions.srt	9.9 KB
9. Expected Value.srt	7.8 KB
5. Conditional Probability Fun Example.srt	6.9 KB
4. Conditional Probability.srt	6.7 KB
2. Probability 2.srt	6.2 KB
18. Running Averages 2.srt	5.8 KB
11. Modeling Uncertainity of Environment.srt	5.1 KB
19. Running Averages as Temporal Difference.srt	4.7 KB
12. Modeling Uncertainity of Environment 2.srt	4.6 KB
3. Probability 3.srt	4.5 KB
7. Joint probability 2.srt	4.5 KB
1. Probability.srt	4.3 KB
13. Modeling Uncertainity of Environment 3.srt	3.1 KB
6. Joint Probability.srt	4.1 KB
15. Modeling Uncertainity of Environment Stochastic Policy 2.srt	2.5 KB
14. Modeling Uncertainity of Environment Stochastic Policy.srt	3.9 KB
17. Running Averages.srt	1.7 KB
20. Activity.srt	1.6 KB
8. Joint Probability 3.srt	3.5 KB
10. Conditional Expectation.srt	3.4 KB
16. Modeling Uncertainity of Environment Value Functions.mp4	51.5 MB
4. Conditional Probability.mp4	44.2 MB
2. Probability 2.mp4	42.3 MB
5. Conditional Probability Fun Example.mp4	38.5 MB
9. Expected Value.mp4	37.2 MB
3. Probability 3.mp4	31.9 MB
11. Modeling Uncertainity of Environment.mp4	30.5 MB
1. Probability.mp4	24.9 MB
12. Modeling Uncertainity of Environment 2.mp4	24.3 MB
8. Joint Probability 3.mp4	24.1 MB
14. Modeling Uncertainity of Environment Stochastic Policy.mp4	22.9 MB
13. Modeling Uncertainity of Environment 3.mp4	22.3 MB
19. Running Averages as Temporal Difference.mp4	22.0 MB
18. Running Averages 2.mp4	20.9 MB
7. Joint probability 2.mp4	19.8 MB
15. Modeling Uncertainity of Environment Stochastic Policy 2.mp4	19.5 MB
6. Joint Probability.mp4	18.5 MB
10. Conditional Expectation.mp4	14.1 MB
20. Activity.mp4	8.2 MB
17. Running Averages.mp4	7.4 MB
/.../7. More on Reward/
2. MOR Quiz Solution 1.srt	9.1 KB
6. MOR Infinite Horizons.srt	8.4 KB
5. MOR Reward Scaling.srt	6.5 KB
4. MOR Quiz Solution 2.srt	6.1 KB
8. MOR Quiz Solution 3.srt	6.0 KB
1. MOR Quiz 1.srt	3.9 KB
3. MOR Quiz 2.srt	3.4 KB
7. MOR Quiz 3.srt	3.3 KB
2. MOR Quiz Solution 1.mp4	42.5 MB
8. MOR Quiz Solution 3.mp4	39.4 MB
5. MOR Reward Scaling.mp4	32.9 MB
4. MOR Quiz Solution 2.mp4	32.5 MB
6. MOR Infinite Horizons.mp4	30.5 MB
1. MOR Quiz 1.mp4	18.9 MB
3. MOR Quiz 2.mp4	18.2 MB
7. MOR Quiz 3.mp4	15.6 MB
/.../11. TD Lambda/
5. TD Q-Learning TD Lambda.srt	6.6 KB
2. Formulation.srt	4.5 KB
4. TD Eligibility Trace.srt	4.2 KB
1. N Step Look a Head.srt	3.7 KB
3. Values.srt	3.4 KB
6. TD Q Learning TD Lambda TD(Lambda) MAPRover Activity.srt	1.1 KB
5. TD Q-Learning TD Lambda.mp4	34.1 MB
2. Formulation.mp4	24.7 MB
1. N Step Look a Head.mp4	23.0 MB
4. TD Eligibility Trace.mp4	20.4 MB
3. Values.mp4	16.0 MB
6. TD Q Learning TD Lambda TD(Lambda) MAPRover Activity.mp4	5.9 MB
/.../6. Elements of Markov Decision Process/
7. Summary.srt	5.1 KB
5. Reward Function.srt	4.9 KB
1. Markov Property.srt	4.9 KB
2. State Space.srt	4.7 KB
6. Discount Factor.srt	4.7 KB
4. Transition Probabilities.srt	4.5 KB
3. Action Space.srt	4.2 KB
8. Activity.srt	1.0 KB
5. Reward Function.mp4	26.7 MB
2. State Space.mp4	25.1 MB
3. Action Space.mp4	22.7 MB
4. Transition Probabilities.mp4	22.5 MB
7. Summary.mp4	21.8 MB
6. Discount Factor.mp4	21.5 MB
1. Markov Property.mp4	21.5 MB
8. Activity.mp4	6.9 MB
Total files 349