Reinforcement Learning with Pytorch

سرفصل های دوره

Learn to apply Reinforcement Learning and Artificial Intelligence algorithms using Python, Pytorch and OpenAI Gym

1 - Welcome to the course

1 - Welcome

2 - Before you start Videos quality.html

3 - RLinPractice.zip

3 - ReinforcementLearningWithPytorch.zip

3 - Reinforcement-Learning-with-Pytorch.pdf

3 - Resources.html

2 - Introduction

4 - Introduction 1

5 - Introduction 2

6 - Introduction 3

7 - Introduction 4

8 - Environment setup Installation

9 - Lab OpenAI Gym 1

10 - Lab OpenAI Gym 2

11 - Lab OpenAI Gym 3

12 - Lab OpenAI Gym 4

3 - Tabular methods

13 - Deterministic & Stochastic environments

14 - Rewards

15 - Bellman equation 1

16 - Bellman equation 2

17 - Resource code.html

18 - Lab Algorithm for deterministic environments 1

19 - Lab Algorithm for deterministic environments 2

20 - Lab Algorithm for deterministic environments 3

21 - Lab Algorithm for deterministic environments 4

22 - Lab Test with stochastic environment

23 - QLearning

24 - Lab Algorithm for stochastic environments

25 - Exploration vs Exploitation

26 - Lab Egreedy

27 - Lab Adaptive egreedy

28 - Bonus Lab Value iteration

29 - Homework

30 - Homework Solution

31 - Homework Tuning

4 - Scaling up

32 - Scaling up

33 - Neural Networks review

34 - Lab Neural Networks review 1

35 - Lab Neural Networks review 2

36 - Lab Random CartPole

37 - Lab Epsilon egreedy revisited

38 - Lab Pytorch updated version 040

39 - Article Pytorch updated further versions.html

40 - Lab OpenAI Gym Neural Network 1

41 - Lab OpenAI Gym Neural Network 2

42 - Lab OpenAI Gym Neural Network 3

43 - Lab Extended logging

5 - DQN

44 - Deep Reinforcement Learning

45 - Lab Deep Reinforcement Learning

46 - Lab Tuning challenge

47 - Experience Replay

48 - Lab Experience Replay 1

49 - Lab Experience Replay 2

50 - Lab Experience Replay 3

51 - DQN

52 - Lab DQN

6 - DQN Improvements

53 - Double DQN

54 - Lab Double DQN

55 - Dueling DQN

56 - Lab Dueling DQN

57 - Lab Dueling DQN Challenge

7 - DQN with video output

58 - CNN Review

59 - Lab Random Pong

60 - Saving & Loading the Model

61 - Lab Pong from video output 1

62 - Lab Pong from video output 2

63 - Lab Pong from video output 3

64 - Lab Pong from video output 4

65 - Lab Pong from video output 5

66 - Lab Pong from video output 6

67 - Potential improvements

68 - Article Stacking 4 images together.html

8 - Final notes

69 - Whats next

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تولید کننده: Udemy-Training