Artificial Intelligence A-Z™: Learn How To Build An AI
Combine the power of Data Science, Machine Learning and Deep Learning to create powerful AI for Real-World applications!
Build an AI
Understand the theory behind Artificial Intelligence
Make a virtual Self Driving Car
Make an AI to beat games
Solve Real World Problems with AI
Master the State of the Art AI models
Q-Learning
Deep Q-Learning
Deep Convolutional Q-Learning
A3C
Welcome to the course!
1
Why AI?
2
Course Structure
3
Installing Anaconda
4
BONUS: Meet Your Instructors
5
Updates on Udemy Reviews
---------- Part 0 - Fundamentals Of Reinforcement Learning ----------
1
Welcome to Part 0 - Fundamentals of Reinforcement Learning
Q-Learning Intuition
1
Plan of Attack
2
What is reinforcement learning?
3
The Bellman Equation
4
The "Plan"
5
Markov Decision Process
6
Policy vs Plan
7
Adding a "Living Penalty"
8
Q-Learning Intuition
9
Temporal Difference
Q-Learning Visualization
1
Q-Learning Visualization
---------- Part 1 - Deep Q-Learning ----------
1
Welcome to Part 1 - Deep Q-Learning
Deep Q-Learning Intuition
1
Plan of Attack
2
Deep Q-Learning Intuition - Learning
3
Deep Q-Learning Intuition - Acting
4
Experience Replay
5
Action Selection Policies
Deep Q-Learning Implementation
1
Plan of Attack
2
Where to get the Materials
3
Getting Started
4
Self Driving Car - Step 1
5
Self Driving Car - Step 2
6
Self Driving Car - Step 3
7
Self Driving Car - Step 4
8
Self Driving Car - Step 5
9
Self Driving Car - Step 6
10
Self Driving Car - Step 7
11
Self Driving Car - Step 8
12
Self Driving Car - Step 9
13
Self Driving Car - Step 10
14
Self Driving Car - Step 11
15
Self Driving Car - Step 12
16
Self Driving Car - Step 13
17
Self Driving Car - Step 14
18
Self Driving Car - Step 15
19
Self Driving Car - Step 16
Deep Q-Learning Visualization
1
Self Driving Car - Level 1
2
Self Driving Car - Level 2
3
Self Driving Car - Level 3
4
Self Driving Car - Level 4
5
Challenge Solutions
---------- Part 2 - Deep Convolutional Q-Learning ----------
1
Welcome to Part 2 - Deep Convolutional Q-Learning
Deep Convolutional Q-Learning Intuition
1
Plan of Attack
2
Deep Convolutional Q-Learning Intuition
3
Eligibility Trace
Deep Convolutional Q-Learning Implementation
1
Plan of Attack
2
Where to get the Materials
3
Doom - Step 1
4
Doom - Step 2
5
Doom - Step 3
6
Doom - Step 4
7
Doom - Step 5
8
Doom - Step 6
9
Doom - Step 7
10
Doom - Step 8
11
Doom - Step 9
12
Doom - Step 10
13
Doom - Step 11
14
Doom - Step 12
15
Doom - Step 13
16
Doom - Step 14
17
Doom - Step 15
18
Doom - Step 16
19
Doom - Step 17
Deep Convolutional Q-Learning Visualization
1
Watching our AI play Doom
---------- Part 3 - A3C ----------
1
Welcome to Part 3 - A3C
A3C Intuition
1
Plan of Attack
2
The three A's in A3C
3
Actor-Critic
4
Asynchronous
5
Advantage
6
LSTM Layer
A3C Implementation
1
Plan of Attack
2
Where to get the Materials
3
Breakout - Step 1
4
Breakout - Step 2
5
Breakout - Step 3
6
Breakout - Step 4
7
Breakout - Step 5
8
Breakout - Step 6
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Includes
16 hours on-demand video
14 articles
4 lectures
Certificate of Completion