Artificial Intelligence for Business
Solve Real World Business Problems with AI Solutions
OPTIMIZE BUSINESS PROCESSES
Master the General AI Framework
Understand and Implement Q-Learning
Save and Load a model
Build an Optimization Model
Implement Early Stopping
Maximize Efficiency
MAXIMIZE REVENUES
MINIMIZE COSTS
Implement Thompson Sampling
Implement Deep Q-Learning
Leverage AI to make the best decision
Build an AI Environment from scratch
Implement Online Learning
Build an Artificial Brain
Implement Regret Analysis
Introduction
1
Introduction
2
The Book
-------------------- PART 1 - OPTIMIZING BUSINESS PROCESSES --------------------
1
Welcome to Part 1 - Optimizing Business Process
Case Study
1
Optimizing Business Processes - Step 1
2
Optimizing Business Processes - Step 2
3
Optimizing Business Processes - Step 3
4
Optimizing Business Processes - Step 4
AI Solution
1
Welcome to the Intuition Section
2
Plan of Attack
3
What is Reinforcement Learning?
4
The Bellman Equation
5
The Plan
6
Markov Decision Process
7
Policy vs Plan
8
Living Penalty
9
Q-Learning Intuition
10
Temporal Difference
11
Q-Learning Visualization
Implementation
1
Optimizing Business Processes - Step 5
2
Optimizing Business Processes - Step 6
3
Optimizing Business Processes - Step 7
4
Optimizing Business Processes - Step 8
5
Optimizing Business Processes - Step 9
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Optimizing Business Processes - Step 10
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Optimizing Business Processes - Step 11
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Optimizing Business Processes - Step 12
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Optimizing Business Processes - Step 13
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Optimizing Business Processes - Step 14
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Optimizing Business Processes - Step 15
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Optimizing Business Processes - Step 16
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Optimizing Business Processes - Step 17
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Optimizing Business Processes - Step 18
15
Optimizing Business Processes - Step 19
16
Optimizing Business Processes - Step 20
Homework
1
Homework Instruction
2
Homework Solution
-------------------- PART 2 - MINIMIZING COSTS --------------------
1
Welcome to Part 2 - Minimizing Costs
Case Study
1
Minimizing Costs - Step 1
2
Minimizing Costs - Step 2
3
Minimizing Costs - Step 3
AI Solution
1
Welcome to the Intuition Section
2
Plan of Attack
3
Deep Q-Learning Intuition - Step 1
4
Deep Q-Learning Intuition - Step 2
5
Experience Replay
6
Action Selection Policies
Implementation
1
Minimizing Costs - Step 4
2
Minimizing Costs - Step 5
3
Minimizing Costs - Step 6
4
Minimizing Costs - Step 7
5
Minimizing Costs - Step 8
6
Minimizing Costs - Step 9
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Minimizing Costs - Step 10
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Minimizing Costs - Step 11
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Minimizing Costs - Step 12
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Minimizing Costs - Step 13
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Minimizing Costs - Step 14
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Minimizing Costs - Step 15
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Minimizing Costs - Step 16
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Minimizing Costs - Step 17
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Minimizing Costs - Step 18
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Minimizing Costs - Step 19
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Minimizing Costs - Step 20
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Minimizing Costs - Step 21
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Minimizing Costs - Step 22
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Minimizing Costs - Step 23
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Minimizing Costs - Step 24
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Minimizing Costs - Step 25
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Minimizing Costs - Step 26
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Minimizing Costs - Step 27
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Minimizing Costs - Step 28
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Minimizing Costs - Step 29
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Minimizing Costs - Step 30
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Minimizing Costs - Step 31
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Minimizing Costs - Step 32
30
Installing TensorFlow and Keras
31
Minimizing Costs - Step 33
32
Minimizing Costs - Step 34
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Minimizing Costs - Step 35
34
Minimizing Costs - Step 36
Homework
1
Homework Instruction
2
Homework Solution
3
BONUS: Dropout
-------------------- PART 3 - MAXIMIZING REVENUES --------------------
1
Welcome to Part 3 - Maximizing Revenues
Case Study
1
Maximizing Revenues - Step 1
2
Maximizing Revenues - Step 2
3
Maximizing Revenues - Step 3
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Artificial Intelligence for Business
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