「中英双语」从零学习如何构建人工智能

结合数据科学、机器学习和深度学习的力量,为现实世界的应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

下载地址

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
  • 了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
  • 用人工智能解决现实世界的问题
  • 掌握最先进的 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.txt
├── 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.txt

21 directories, 230 files
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