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01 Welcome to the course/001 Introduction.mp4 3.11 MB
01 Welcome to the course/002 Where to get the Materials.html 695 B
01 Welcome to the course/003 BONUS Meet Your Instructors.html 1.88 KB
02 ---------- Part 0 - Fundamentals Of Reinforcement Learning ----------/004 Welcome to Part 0 - Fundamentals of Reinforcement Learning.html 2.09 KB
03 Q-Learning Intuition/005 Plan of Attack.mp4 6.8 MB
03 Q-Learning Intuition/006 What is reinforcement learning.mp4 20.26 MB
03 Q-Learning Intuition/007 The Bellman Equation.mp4 35.51 MB
03 Q-Learning Intuition/008 The Plan.mp4 4.44 MB
03 Q-Learning Intuition/009 Markov Decision Process.mp4 31.52 MB
03 Q-Learning Intuition/010 Policy vs Plan.mp4 25.88 MB
03 Q-Learning Intuition/011 Adding a Living Penalty.mp4 20.04 MB
03 Q-Learning Intuition/012 Q-Learning Intuition.mp4 29.76 MB
03 Q-Learning Intuition/013 Temporal Difference.mp4 38.61 MB
03 Q-Learning Intuition/014 Q-Learning Visualization.mp4 49.53 MB
04 ---------- Part 1 - Building a Self-Driving Car ----------/015 Welcome to Part 1 - Building a Self-Driving Car.html 1.45 KB
05 Deep Q-Learning Intuition/016 Plan of Attack.mp4 3.73 MB
05 Deep Q-Learning Intuition/017 Deep Q-Learning Intuition - Learning.mp4 26.97 MB
05 Deep Q-Learning Intuition/018 Deep Q-Learning Intuition - Acting.mp4 10.93 MB
05 Deep Q-Learning Intuition/019 Experience Replay.mp4 27.87 MB
05 Deep Q-Learning Intuition/020 Action Selection Policies.mp4 31.08 MB
06 Installation for Part 1/021 Plan of Attack Practical Tutorials.html 778 B
06 Installation for Part 1/022 Where to get the Materials.html 694 B
06 Installation for Part 1/023 Windows Option 1 End-to-End installation steps.html 1.69 KB
06 Installation for Part 1/024 Windows Option 2 - Part A Installing Ubuntu on Windows.mp4 55.36 MB
06 Installation for Part 1/025 Windows Option 2 - Part B Installing PyTorch and Kivy on your Ubuntu VM.html 869 B
06 Installation for Part 1/026 Mac or Linux Installing Anaconda.mp4 14.54 MB
06 Installation for Part 1/027 Mac or Linux Installing PyTorch and Kivy.mp4 16.7 MB
06 Installation for Part 1/028 Getting Started.mp4 13.76 MB
07 Creating the environment/029 Self Driving Car - Step 1.mp4 22.09 MB
07 Creating the environment/030 Self Driving Car - Step 2.mp4 44.31 MB
08 Building an AI/031 Self Driving Car - Step 3.mp4 15.82 MB
08 Building an AI/032 Self Driving Car - Step 4.mp4 27.1 MB
08 Building an AI/033 Self Driving Car - Step 5.mp4 11.65 MB
08 Building an AI/034 Self Driving Car - Step 6.mp4 11.8 MB
08 Building an AI/035 Self Driving Car - Step 7.mp4 11.69 MB
08 Building an AI/036 Self Driving Car - Step 8.mp4 22.84 MB
08 Building an AI/037 Self Driving Car - Step 9.mp4 36.56 MB
08 Building an AI/038 Self Driving Car - Step 10.mp4 29.52 MB
08 Building an AI/039 Self Driving Car - Step 11.mp4 34.13 MB
08 Building an AI/040 Self Driving Car - Step 12.mp4 32.4 MB
08 Building an AI/041 Self Driving Car - Step 13.mp4 30.64 MB
08 Building an AI/042 Self Driving Car - Step 14.mp4 6.77 MB
08 Building an AI/043 Self Driving Car - Step 15.mp4 12.83 MB
08 Building an AI/044 Self Driving Car - Step 16.mp4 18.12 MB
09 Playing with the AI/045 Self Driving Car - Level 1.mp4 22.31 MB
09 Playing with the AI/046 Self Driving Car - Level 2.mp4 11.8 MB
09 Playing with the AI/047 Self Driving Car - Level 3.mp4 18.52 MB
09 Playing with the AI/048 Self Driving Car - Level 4.mp4 69.84 MB
09 Playing with the AI/049 Challenge Solutions.html 570 B
10 ---------- Part 2 - Teaching AI to Play Doom and Win ----------/050 Welcome to Part 2 - Teaching AI to Play Doom and Win.html 795 B
11 Deep Convolutional Q-Learning Intuition/051 Plan of Attack.mp4 5.52 MB
11 Deep Convolutional Q-Learning Intuition/052 Deep Convolutional Q-Learning Intuition.mp4 14.32 MB
11 Deep Convolutional Q-Learning Intuition/053 Eligibility Trace.mp4 14.51 MB
12 Installation for Part 2/054 Where to get the Materials.html 711 B
12 Installation for Part 2/055 Installing Open AI Gym and ppaquette.html 1.94 KB
13 Building an AI/056 Doom - Step 1.mp4 29.52 MB
13 Building an AI/057 Doom - Step 2.mp4 18.38 MB
13 Building an AI/058 Doom - Step 3.mp4 18.83 MB
13 Building an AI/059 Doom - Step 4.mp4 25.38 MB
13 Building an AI/060 Doom - Step 5.mp4 30.03 MB
13 Building an AI/061 Doom - Step 6.mp4 14.61 MB
13 Building an AI/062 Doom - Step 7.mp4 10.01 MB
13 Building an AI/063 Doom - Step 8.mp4 14.1 MB
13 Building an AI/064 Doom - Step 9.mp4 8.33 MB
13 Building an AI/065 Doom - Step 10.mp4 19.26 MB
13 Building an AI/066 Doom - Step 11.mp4 19.86 MB
13 Building an AI/067 Doom - Step 12.mp4 9.85 MB
13 Building an AI/068 Doom - Step 13.mp4 14.06 MB
13 Building an AI/069 Doom - Step 14.mp4 37.59 MB
13 Building an AI/070 Doom - Step 15.mp4 19.18 MB
13 Building an AI/071 Doom - Step 16.mp4 23.57 MB
13 Building an AI/072 Doom - Step 17.mp4 45.56 MB
14 Playing with the AI/073 Watching our AI play Doom.mp4 154.94 MB
15 ---------- Part 3 - A3C ----------/074 Welcome to Part 3 - A3C.html 766 B
16 A3C Intuition/075 Plan of Attack.mp4 5.82 MB
16 A3C Intuition/076 The three As in A3C.mp4 38.74 MB
16 A3C Intuition/077 Actor-Critic.mp4 12.25 MB
16 A3C Intuition/078 Asynchronous.mp4 20.59 MB
16 A3C Intuition/079 Advantage.mp4 26.86 MB
16 A3C Intuition/080 LSTM layer.mp4 27.2 MB
17 Installation for Part 3/081 Installing OpenCV.html 635 B
17 Installation for Part 3/082 Download the code template here.html 395 B
17 Installation for Part 3/attached_files/082 Download the code template here/Breakout.zip 752.01 KB
18 Building an AI/083 Breakout - Step 1.mp4 24.97 MB
18 Building an AI/084 Breakout - Step 2.mp4 14.6 MB
18 Building an AI/085 Breakout - Step 3.mp4 24.16 MB
18 Building an AI/086 Breakout - Step 4.mp4 27.89 MB
18 Building an AI/087 Breakout - Step 5.mp4 24.68 MB
18 Building an AI/088 Breakout - Step 6.mp4 27.08 MB
18 Building an AI/089 Breakout - Step 7.mp4 19.71 MB
18 Building an AI/090 Breakout - Step 8.mp4 22.84 MB
18 Building an AI/091 Breakout - Step 9.mp4 24.38 MB
18 Building an AI/092 Breakout - Step 10.mp4 18.24 MB
18 Building an AI/093 Breakout - Step 11.mp4 11.17 MB
18 Building an AI/094 Breakout - Step 12.mp4 34.43 MB
18 Building an AI/095 Breakout - Step 13.mp4 19.34 MB
18 Building an AI/096 Breakout - Step 14.mp4 11.77 MB
18 Building an AI/097 Breakout - Step 15.mp4 90.69 MB
19 Annex 1 Artificial Neural Networks/098 What is Deep Learning.mp4 28.35 MB
19 Annex 1 Artificial Neural Networks/099 Plan of Attack.mp4 4.71 MB
19 Annex 1 Artificial Neural Networks/100 The Neuron.mp4 28.8 MB
19 Annex 1 Artificial Neural Networks/101 The Activation Function.mp4 14.54 MB
19 Annex 1 Artificial Neural Networks/102 How do Neural Networks work.mp4 22.58 MB
19 Annex 1 Artificial Neural Networks/103 How do Neural Networks learn.mp4 25.49 MB
19 Annex 1 Artificial Neural Networks/104 Gradient Descent.mp4 18.1 MB
19 Annex 1 Artificial Neural Networks/105 Stochastic Gradient Descent.mp4 16.31 MB
19 Annex 1 Artificial Neural Networks/106 Backpropagation.mp4 10.63 MB
20 Annex 2 Convolutional Neural Networks/107 Plan of Attack.mp4 5.85 MB
20 Annex 2 Convolutional Neural Networks/108 What are convolutional neural networks.mp4 28.25 MB
20 Annex 2 Convolutional Neural Networks/109 Step 1 - Convolution Operation.mp4 29.94 MB
20 Annex 2 Convolutional Neural Networks/110 Step 1b - ReLU Layer.mp4 13.44 MB
20 Annex 2 Convolutional Neural Networks/111 Step 2 - Pooling.mp4 33.49 MB
20 Annex 2 Convolutional Neural Networks/112 Step 3 - Flattening.mp4 3.16 MB
20 Annex 2 Convolutional Neural Networks/113 Step 4 - Full Connection.mp4 40.19 MB
20 Annex 2 Convolutional Neural Networks/114 Summary.mp4 7.8 MB
20 Annex 2 Convolutional Neural Networks/115 Softmax Cross-Entropy.mp4 32.6 MB
21 Bonus Lectures/116 YOUR SPECIAL BONUS.html 2.53 KB
Freetutorials.us.url 119 B
[FreeTutorials.us].txt 75 B
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