小编

结合数据科学、机器学习和深度学习的力量，为现实天下的运用创造强大的人工智能！
此教程共17小时，中英双语字幕，画质清晰无水印，源码附件全 课程英文名：Artificial Intelligence A-Z Learn How To Build An AI

***地址

百度网盘地址：https://pan.baidu.com/s/1sZYm0zioLbFQKhD88VyPYw?pwd=ihkd

课程内容你将会学到的构建人工智能理解人工智能背后的理论制作虚拟自动驾驶汽车制作一个 AI 来击败游戏用人工智能办理现实天下的问题节制最前辈的 AI 模型Q-学习深度 Q 学习深度卷积 Q 学习A3C教程目录

.├── 01 Welcome to the course│ ├── 001 Why AI-subtitle-en.srt│ ├── 001 Why AI.mp4│ ├── 002 Introduction-subtitle-en.srt│ ├── 002 Introduction.mp4│ ├── 003 Where to get the Materials.html│ └── 004 Some Additional Resources.html├── 02 ---------- Part 0 - Fundamentals Of Reinforcement Learning ----------│ └── 005 Welcome to Part 0 - Fundamentals of Reinforcement Learning.html├── 03 Q-Learning Intuition│ ├── 006 Plan of Attack-subtitle-en.srt│ ├── 006 Plan of Attack.mp4│ ├── 007 What is reinforcement learning-subtitle-en.srt│ ├── 007 What is reinforcement learning.mp4│ ├── 008 The Bellman Equation-subtitle-en.srt│ ├── 008 The Bellman Equation.mp4│ ├── 009 The Plan-subtitle-en.srt│ ├── 009 The Plan.mp4│ ├── 010 Markov Decision Process-subtitle-en.srt│ ├── 010 Markov Decision Process.mp4│ ├── 011 Policy vs Plan-subtitle-en.srt│ ├── 011 Policy vs Plan.mp4│ ├── 012 Adding a Living Penalty-subtitle-en.srt│ ├── 012 Adding a Living Penalty.mp4│ ├── 013 Q-Learning Intuition-subtitle-en.srt│ ├── 013 Q-Learning Intuition.mp4│ ├── 014 Temporal Difference-subtitle-en.srt│ ├── 014 Temporal Difference.mp4│ ├── 015 Q-Learning Visualization-subtitle-en.srt│ └── 015 Q-Learning Visualization.mp4├── 04 ---------- Part 1 - Self-Driving Car (Deep Q-Learning) ----------│ └── 016 Welcome to Part 1 - Self-Driving Car (Deep Q-Learning).html├── 05 Deep Q-Learning Intuition│ ├── 017 Plan of Attack-subtitle-en.srt│ ├── 017 Plan of Attack.mp4│ ├── 018 Deep Q-Learning Intuition - Learning-subtitle-en.srt│ ├── 018 Deep Q-Learning Intuition - Learning.mp4│ ├── 019 Deep Q-Learning Intuition - Acting-subtitle-en.srt│ ├── 019 Deep Q-Learning Intuition - Acting.mp4│ ├── 020 Experience Replay-subtitle-en.srt│ ├── 020 Experience Replay.mp4│ ├── 021 Action Selection Policies-subtitle-en.srt│ └── 021 Action Selection Policies.mp4├── 06 Installation for Part 1│ ├── 022 Plan of Attack (Practical Tutorials).html│ ├── 023 Where to get the Materials.html│ ├── 024 Windows Option 1 End-to-End installation steps.html│ ├── 025 Windows Option 2 - Part A Installing Ubuntu on Windows-subtitle-en.srt│ ├── 025 Windows Option 2 - Part A Installing Ubuntu on Windows.mp4│ ├── 026 Windows Option 2 - Part B Installing PyTorch and Kivy on your Ubuntu VM.html│ ├── 027 Mac or Linux Installing Anaconda-subtitle-en.srt│ ├── 027 Mac or Linux Installing Anaconda.mp4│ ├── 028 Mac or Linux Installing PyTorch and Kivy-subtitle-en.srt│ ├── 028 Mac or Linux Installing PyTorch and Kivy.mp4│ ├── 029 Kivy Installation Walk Through Mac-subtitle-en.srt│ ├── 029 Kivy Installation Walk Through Mac.mp4│ ├── 029 Kivy-Debug-Tips-for-Mac-OS.pdf│ ├── 030 Kivy Installation Walk Through Linux-subtitle-en.srt│ ├── 030 Kivy Installation Walk Through Linux.mp4│ ├── 031 Getting Started-subtitle-en.srt│ ├── 031 Getting Started.mp4│ └── external_links.***├── 07 Creating the environment│ ├── 032 Self Driving Car - Step 1-subtitle-en.srt│ ├── 032 Self Driving Car - Step 1.mp4│ ├── 033 Self Driving Car - Step 2-subtitle-en.srt│ └── 033 Self Driving Car - Step 2.mp4├── 08 Building an AI│ ├── 034 Self Driving Car - Step 3-subtitle-en.srt│ ├── 034 Self Driving Car - Step 3.mp4│ ├── 035 Self Driving Car - Step 4-subtitle-en.srt│ ├── 035 Self Driving Car - Step 4.mp4│ ├── 036 Self Driving Car - Step 5-subtitle-en.srt│ ├── 036 Self Driving Car - Step 5.mp4│ ├── 037 Self Driving Car - Step 6-subtitle-en.srt│ ├── 037 Self Driving Car - Step 6.mp4│ ├── 038 Self Driving Car - Step 7-subtitle-en.srt│ ├── 038 Self Driving Car - Step 7.mp4│ ├── 039 Self Driving Car - Step 8-subtitle-en.srt│ ├── 039 Self Driving Car - Step 8.mp4│ ├── 040 Self Driving Car - Step 9-subtitle-en.srt│ ├── 040 Self Driving Car - Step 9.mp4│ ├── 041 Self Driving Car - Step 10-subtitle-en.srt│ ├── 041 Self Driving Car - Step 10.mp4│ ├── 042 Self Driving Car - Step 11-subtitle-en.srt│ ├── 042 Self Driving Car - Step 11.mp4│ ├── 043 Self Driving Car - Step 12-subtitle-en.srt│ ├── 043 Self Driving Car - Step 12.mp4│ ├── 044 Self Driving Car - Step 13-subtitle-en.srt│ ├── 044 Self Driving Car - Step 13.mp4│ ├── 045 Self Driving Car - Step 14-subtitle-en.srt│ ├── 045 Self Driving Car - Step 14.mp4│ ├── 046 Self Driving Car - Step 15-subtitle-en.srt│ ├── 046 Self Driving Car - Step 15.mp4│ ├── 047 Self Driving Car - Step 16-subtitle-en.srt│ └── 047 Self Driving Car - Step 16.mp4├── 09 Playing with the AI│ ├── 048 Self Driving Car - Level 1-subtitle-en.srt│ ├── 048 Self Driving Car - Level 1.mp4│ ├── 049 Self Driving Car - Level 2-subtitle-en.srt│ ├── 049 Self Driving Car - Level 2.mp4│ ├── 050 Self Driving Car - Level 3-subtitle-en.srt│ ├── 050 Self Driving Car - Level 3.mp4│ ├── 051 Self Driving Car - Level 4-subtitle-en.srt│ ├── 051 Self Driving Car - Level 4.mp4│ └── 052 Challenge Solutions.html├── 10 ---------- Part 2 - Doom (Deep Convolutional Q-Learning) ----------│ └── 053 Welcome to Part 2 - Doom (Deep Convolutional Q-Learning).html├── 11 Deep Convolutional Q-Learning Intuition│ ├── 054 Plan of Attack-subtitle-en.srt│ ├── 054 Plan of Attack.mp4│ ├── 055 Deep Convolutional Q-Learning Intuition-subtitle-en.srt│ ├── 055 Deep Convolutional Q-Learning Intuition.mp4│ ├── 056 Eligibility Trace-subtitle-en.srt│ └── 056 Eligibility Trace.mp4├── 12 Installation for Part 2│ ├── 057 Where to get the Materials.html│ ├── 058 Installing Open AI Gym and ppaquette.html│ ├── 059 Installing Open AI Gym Walk Through (Mac Version)-subtitle-en.srt│ ├── 059 Installing Open AI Gym Walk Through (Mac Version).mp4│ ├── 059 OpenAI-Gym-Debug-Tips.pdf│ ├── 060 Common-Debug-Solutions-Doom.pdf│ ├── 060 Installing Open AI Gym Walk Through (Ubuntu Version)-subtitle-en.srt│ └── 060 Installing Open AI Gym Walk Through (Ubuntu Version).mp4├── 13 Building an AI│ ├── 061 Doom - Step 1-subtitle-en.srt│ ├── 061 Doom - Step 1.mp4│ ├── 062 Doom - Step 2-subtitle-en.srt│ ├── 062 Doom - Step 2.mp4│ ├── 063 Doom - Step 3-subtitle-en.srt│ ├── 063 Doom - Step 3.mp4│ ├── 064 Doom - Step 4-subtitle-en.srt│ ├── 064 Doom - Step 4.mp4│ ├── 065 Doom - Step 5-subtitle-en.srt│ ├── 065 Doom - Step 5.mp4│ ├── 066 Doom - Step 6-subtitle-en.srt│ ├── 066 Doom - Step 6.mp4│ ├── 067 Doom - Step 7-subtitle-en.srt│ ├── 067 Doom - Step 7.mp4│ ├── 068 Doom - Step 8-subtitle-en.srt│ ├── 068 Doom - Step 8.mp4│ ├── 069 Doom - Step 9-subtitle-en.srt│ ├── 069 Doom - Step 9.mp4│ ├── 070 Doom - Step 10-subtitle-en.srt│ ├── 070 Doom - Step 10.mp4│ ├── 071 Doom - Step 11-subtitle-en.srt│ ├── 071 Doom - Step 11.mp4│ ├── 072 Doom - Step 12-subtitle-en.srt│ ├── 072 Doom - Step 12.mp4│ ├── 073 Doom - Step 13-subtitle-en.srt│ ├── 073 Doom - Step 13.mp4│ ├── 074 Doom - Step 14-subtitle-en.srt│ ├── 074 Doom - Step 14.mp4│ ├── 075 Doom - Step 15-subtitle-en.srt│ ├── 075 Doom - Step 15.mp4│ ├── 076 Doom - Step 16-subtitle-en.srt│ ├── 076 Doom - Step 16.mp4│ ├── 077 Doom - Step 17-subtitle-en.srt│ └── 077 Doom - Step 17.mp4├── 14 Playing with the AI│ ├── 078 Watching our AI play Doom-subtitle-en.srt│ └── 078 Watching our AI play Doom.mp4├── 15 ---------- Part 3 - Breakout (A3C) ----------│ └── 079 Welcome to Part 3 - Breakout (A3C).html├── 16 A3C Intuition│ ├── 080 Plan of Attack-subtitle-en.srt│ ├── 080 Plan of Attack.mp4│ ├── 081 The three As in A3C-subtitle-en.srt│ ├── 081 The three As in A3C.mp4│ ├── 082 Actor-Critic-subtitle-en.srt│ ├── 082 Actor-Critic.mp4│ ├── 083 Asynchronous-subtitle-en.srt│ ├── 083 Asynchronous.mp4│ ├── 084 Advantage-subtitle-en.srt│ ├── 084 Advantage.mp4│ ├── 085 LSTM Layer-subtitle-en.srt│ └── 085 LSTM Layer.mp4├── 17 Installation for Part 3│ └── 086 Installing OpenCV.html├── 18 Building an AI│ ├── 087 Breakout - Step 1-subtitle-en.srt│ ├── 087 Breakout - Step 1.mp4│ ├── 088 Breakout - Step 2-subtitle-en.srt│ ├── 088 Breakout - Step 2.mp4│ ├── 089 Breakout - Step 3-subtitle-en.srt│ ├── 089 Breakout - Step 3.mp4│ ├── 090 Breakout - Step 4-subtitle-en.srt│ ├── 090 Breakout - Step 4.mp4│ ├── 091 Breakout - Step 5-subtitle-en.srt│ ├── 091 Breakout - Step 5.mp4│ ├── 092 Breakout - Step 6-subtitle-en.srt│ ├── 092 Breakout - Step 6.mp4│ ├── 093 Breakout - Step 7-subtitle-en.srt│ ├── 093 Breakout - Step 7.mp4│ ├── 094 Breakout - Step 8-subtitle-en.srt│ ├── 094 Breakout - Step 8.mp4│ ├── 095 Breakout - Step 9-subtitle-en.srt│ ├── 095 Breakout - Step 9.mp4│ ├── 096 Breakout - Step 10-subtitle-en.srt│ ├── 096 Breakout - Step 10.mp4│ ├── 097 Breakout - Step 11-subtitle-en.srt│ ├── 097 Breakout - Step 11.mp4│ ├── 098 Breakout - Step 12-subtitle-en.srt│ ├── 098 Breakout - Step 12.mp4│ ├── 099 Breakout - Step 13-subtitle-en.srt│ ├── 099 Breakout - Step 13.mp4│ ├── 100 Breakout - Step 14-subtitle-en.srt│ ├── 100 Breakout - Step 14.mp4│ ├── 101 Breakout - Step 15-subtitle-en.srt│ └── 101 Breakout - Step 15.mp4├── 19 Annex 1 Artificial Neural Networks│ ├── 102 What is Deep Learning-subtitle-en.srt│ ├── 102 What is Deep Learning.mp4│ ├── 103 Plan of Attack-subtitle-en.srt│ ├── 103 Plan of Attack.mp4│ ├── 104 The Neuron-subtitle-en.srt│ ├── 104 The Neuron.mp4│ ├── 105 The Activation Function-subtitle-en.srt│ ├── 105 The Activation Function.mp4│ ├── 106 How do Neural Networks work-subtitle-en.srt│ ├── 106 How do Neural Networks work.mp4│ ├── 107 How do Neural Networks learn-subtitle-en.srt│ ├── 107 How do Neural Networks learn.mp4│ ├── 108 Gradient Descent-subtitle-en.srt│ ├── 108 Gradient Descent.mp4│ ├── 109 Stochastic Gradient Descent-subtitle-en.srt│ ├── 109 Stochastic Gradient Descent.mp4│ ├── 110 Backpropagation-subtitle-en.srt│ └── 110 Backpropagation.mp4├── 20 Annex 2 Convolutional Neural Networks│ ├── 111 Plan of Attack-subtitle-en.srt│ ├── 111 Plan of Attack.mp4│ ├── 112 What are convolutional neural networks-subtitle-en.srt│ ├── 112 What are convolutional neural networks.mp4│ ├── 113 Step 1 - Convolution Operation-subtitle-en.srt│ ├── 113 Step 1 - Convolution Operation.mp4│ ├── 114 Step 1(b) - ReLU Layer-subtitle-en.srt│ ├── 114 Step 1(b) - ReLU Layer.mp4│ ├── 115 Step 2 - Pooling-subtitle-en.srt│ ├── 115 Step 2 - Pooling.mp4│ ├── 116 Step 3 - Flattening-subtitle-en.srt│ ├── 116 Step 3 - Flattening.mp4│ ├── 117 Step 4 - Full Connection-subtitle-en.srt│ ├── 117 Step 4 - Full Connection.mp4│ ├── 118 Summary-subtitle-en.srt│ ├── 118 Summary.mp4│ ├── 119 Softmax Cross-Entropy-subtitle-en.srt│ └── 119 Softmax Cross-Entropy.mp4├── 21 Bonus Lectures│ └── 120 YOUR SPECIAL BONUS.html└── 21.***21 directories, 230 files