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Total Size

2.5 GB

Total Files

119

Hash

0B32E3855B2E0AB46BFF8752BDF1CF489F35AF64

/01 Welcome to the course/

001 Introduction.mp4

3.3 MB

002 Where to get the Materials.html

0.7 KB

003 BONUS Meet Your Instructors.html

1.9 KB

/02 ---------- Part 0 - Fundamentals Of Reinforcement Learning ----------/

004 Welcome to Part 0 - Fundamentals of Reinforcement Learning.html

2.1 KB

/03 Q-Learning Intuition/

005 Plan of Attack.mp4

7.1 MB

006 What is reinforcement learning.mp4

21.2 MB

007 The Bellman Equation.mp4

37.2 MB

008 The Plan.mp4

4.7 MB

009 Markov Decision Process.mp4

33.0 MB

010 Policy vs Plan.mp4

27.1 MB

011 Adding a Living Penalty.mp4

21.0 MB

012 Q-Learning Intuition.mp4

31.2 MB

013 Temporal Difference.mp4

40.5 MB

014 Q-Learning Visualization.mp4

51.9 MB

/04 ---------- Part 1 - Building a Self-Driving Car ----------/

015 Welcome to Part 1 - Building a Self-Driving Car.html

1.5 KB

/05 Deep Q-Learning Intuition/

016 Plan of Attack.mp4

3.9 MB

017 Deep Q-Learning Intuition - Learning.mp4

28.3 MB

018 Deep Q-Learning Intuition - Acting.mp4

11.5 MB

019 Experience Replay.mp4

29.2 MB

020 Action Selection Policies.mp4

32.6 MB

/06 Installation for Part 1/

021 Plan of Attack Practical Tutorials.html

0.8 KB

022 Where to get the Materials.html

0.7 KB

023 Windows Option 1 End-to-End installation steps.html

1.7 KB

024 Windows Option 2 - Part A Installing Ubuntu on Windows.mp4

58.0 MB

025 Windows Option 2 - Part B Installing PyTorch and Kivy on your Ubuntu VM.html

0.9 KB

026 Mac or Linux Installing Anaconda.mp4

15.2 MB

027 Mac or Linux Installing PyTorch and Kivy.mp4

17.5 MB

028 Getting Started.mp4

14.4 MB

/07 Creating the environment/

029 Self Driving Car - Step 1.mp4

23.2 MB

030 Self Driving Car - Step 2.mp4

46.5 MB

/08 Building an AI/

031 Self Driving Car - Step 3.mp4

16.6 MB

032 Self Driving Car - Step 4.mp4

28.4 MB

033 Self Driving Car - Step 5.mp4

12.2 MB

034 Self Driving Car - Step 6.mp4

12.4 MB

035 Self Driving Car - Step 7.mp4

12.3 MB

036 Self Driving Car - Step 8.mp4

23.9 MB

037 Self Driving Car - Step 9.mp4

38.3 MB

038 Self Driving Car - Step 10.mp4

31.0 MB

039 Self Driving Car - Step 11.mp4

35.8 MB

040 Self Driving Car - Step 12.mp4

34.0 MB

041 Self Driving Car - Step 13.mp4

32.1 MB

042 Self Driving Car - Step 14.mp4

7.1 MB

043 Self Driving Car - Step 15.mp4

13.5 MB

044 Self Driving Car - Step 16.mp4

19.0 MB

/09 Playing with the AI/

045 Self Driving Car - Level 1.mp4

23.4 MB

046 Self Driving Car - Level 2.mp4

12.4 MB

047 Self Driving Car - Level 3.mp4

19.4 MB

048 Self Driving Car - Level 4.mp4

73.2 MB

049 Challenge Solutions.html

0.6 KB

/10 ---------- Part 2 - Teaching AI to Play Doom and Win ----------/

050 Welcome to Part 2 - Teaching AI to Play Doom and Win.html

0.8 KB

/11 Deep Convolutional Q-Learning Intuition/

051 Plan of Attack.mp4

5.8 MB

052 Deep Convolutional Q-Learning Intuition.mp4

15.0 MB

053 Eligibility Trace.mp4

15.2 MB

/12 Installation for Part 2/

054 Where to get the Materials.html

0.7 KB

055 Installing Open AI Gym and ppaquette.html

2.0 KB

/13 Building an AI/

056 Doom - Step 1.mp4

30.9 MB

057 Doom - Step 2.mp4

19.3 MB

058 Doom - Step 3.mp4

19.7 MB

059 Doom - Step 4.mp4

26.6 MB

060 Doom - Step 5.mp4

31.5 MB

061 Doom - Step 6.mp4

15.3 MB

062 Doom - Step 7.mp4

10.5 MB

063 Doom - Step 8.mp4

14.8 MB

064 Doom - Step 9.mp4

8.7 MB

065 Doom - Step 10.mp4

20.2 MB

066 Doom - Step 11.mp4

20.8 MB

067 Doom - Step 12.mp4

10.3 MB

068 Doom - Step 13.mp4

14.7 MB

069 Doom - Step 14.mp4

39.4 MB

070 Doom - Step 15.mp4

20.1 MB

071 Doom - Step 16.mp4

24.7 MB

072 Doom - Step 17.mp4

47.8 MB

/14 Playing with the AI/

073 Watching our AI play Doom.mp4

162.5 MB

/15 ---------- Part 3 - A3C ----------/

074 Welcome to Part 3 - A3C.html

0.8 KB

/16 A3C Intuition/

075 Plan of Attack.mp4

6.1 MB

076 The three As in A3C.mp4

40.6 MB

077 Actor-Critic.mp4

12.8 MB

078 Asynchronous.mp4

21.6 MB

079 Advantage.mp4

28.2 MB

080 LSTM layer.mp4

28.5 MB

/17 Installation for Part 3/

081 Installing OpenCV.html

0.6 KB

082 Download the code template here.html

0.4 KB

/.../082 Download the code template here/

Breakout.zip

770.1 KB

/18 Building an AI/

083 Breakout - Step 1.mp4

26.2 MB

084 Breakout - Step 2.mp4

15.3 MB

085 Breakout - Step 3.mp4

25.3 MB

086 Breakout - Step 4.mp4

29.2 MB

087 Breakout - Step 5.mp4

25.9 MB

088 Breakout - Step 6.mp4

28.4 MB

089 Breakout - Step 7.mp4

20.7 MB

090 Breakout - Step 8.mp4

23.9 MB

091 Breakout - Step 9.mp4

25.6 MB

092 Breakout - Step 10.mp4

19.1 MB

093 Breakout - Step 11.mp4

11.7 MB

094 Breakout - Step 12.mp4

36.1 MB

095 Breakout - Step 13.mp4

20.3 MB

096 Breakout - Step 14.mp4

12.3 MB

097 Breakout - Step 15.mp4

95.1 MB

/19 Annex 1 Artificial Neural Networks/

098 What is Deep Learning.mp4

29.7 MB

099 Plan of Attack.mp4

4.9 MB

100 The Neuron.mp4

30.2 MB

101 The Activation Function.mp4

15.2 MB

102 How do Neural Networks work.mp4

23.7 MB

103 How do Neural Networks learn.mp4

26.7 MB

104 Gradient Descent.mp4

19.0 MB

105 Stochastic Gradient Descent.mp4

17.1 MB

106 Backpropagation.mp4

11.1 MB

/20 Annex 2 Convolutional Neural Networks/

107 Plan of Attack.mp4

6.1 MB

108 What are convolutional neural networks.mp4

29.6 MB

109 Step 1 - Convolution Operation.mp4

31.4 MB

110 Step 1b - ReLU Layer.mp4

14.1 MB

111 Step 2 - Pooling.mp4

35.1 MB

112 Step 3 - Flattening.mp4

3.3 MB

113 Step 4 - Full Connection.mp4

42.1 MB

114 Summary.mp4

8.2 MB

115 Softmax Cross-Entropy.mp4

34.2 MB

/21 Bonus Lectures/

116 YOUR SPECIAL BONUS.html

2.6 KB

/

Freetutorials.us.url

0.1 KB

[FreeTutorials.us].txt

0.1 KB

 

Total files 119


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