Advanced AI Deep Reinforcement Learning in Python
74 videos • 15 views • by Tutorials Collection
1
1. Introduction and Outline
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2
2. Where to get the Code
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3
3. How to Succeed in this Course
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4
4. Tensorflow or Theano - Your Choice!
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5
5. Review Intro
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6
6. Review of Markov Decision Processes
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7
7. Review of Dynamic Programming
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8
8. Review of Monte Carlo Methods
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9
9. Review of Temporal Difference Learning
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10
10. Review of Approximation Methods for Reinforcement Learning
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11
11. Review of Deep Learning
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12
12. OpenAI Gym Tutorial
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13
13. Random Search
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14
14. Saving a Video
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15
15. CartPole with Bins Theory
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16
16. CartPole with Bins Code
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17
17. RBF Neural Networks
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18
18. RBF Networks with Mountain Car Code
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19
19. RBF Networks with CartPole Theory
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20
20. RBF Networks with CartPole Code
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21
21. Theano Warmup
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22
22. Tensorflow Warmup
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23
23. Plugging in a Neural Network
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24
24. OpenAI Gym Section Summary
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25
25. N Step Methods
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26
26. N Step in Code
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27
27. TD Lambda
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28
28. TD Lambda in Code
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29
29. TD Lambda Summary
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30
30. Policy Gradient Methods
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31
31. Policy Gradient in TensorFlow for CartPole
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32
32. Policy Gradient in Theano for CartPole
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33
33. Continuous Action Spaces
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34
34. Mountain Car Continuous Specifics
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35
35. Mountain Car Continuous Theano
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36
36. Mountain Car Continuous Tensorflow
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37
37. Mountain Car Continuous Tensorflow v2
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38
38. Mountain Car Continuous Theano v2
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39
39. Policy Gradient Section Summary
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40
40. Deep Q Learning Intro
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41
41. Deep Q Learning Techniques
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42
42. Deep Q Learning in Tensorflow for CartPole
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43
43. Deep Q Learning in Theano for CartPole
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44
44. Additional Implementation Details for Atari
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45
45. Deep Q Learning in Theano for Breakout
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46
46. Deep Q Learning in Tensorflow for Breakout
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47
47. Deep Q Learning Section Summary
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48
48. Additional Implementation Details for Atari
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49
49. Partially Observable MDPs
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50
50. A3C - Theory and Outline
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51
51. A3C - Code pt 1 Warmup
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52
52. A3C - Code pt 2
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53
53. A3C - Code pt 3
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54
54. A3C - Code pt 4
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55
55. A3C - Section Summary
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56
56. Course Summary
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57
57. Review Theano Basics
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58
58. Review Theano Neural Network in Code
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59
59. Review Tensorflow Basics
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60
60. Review Tensorflow Neural Network in Code
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61
61. What is the Appendix
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62
62. Where to get Udemy coupons and FREE deep learning material
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63
63. Where to get Udemy coupons and FREE deep learning material
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64
64. Windows Focused Environment Setup 2018
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65
65. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow
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66
66. How to Code by Yourself part 1
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67
67. How to Code by Yourself part 2
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68
68. How to Succeed in this Course Long Version
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69
69. Is this for Beginners or Experts Academic or Practical Fast or slow paced
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70
70. Proof that using Jupyter Notebook is the same as not using it
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71
71. Python 2 vs Python 3
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72
72. Is Theano Dead?
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73
73. What order should I take your courses in part 1?
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74
74. What order should I take your courses in part 2
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