IIRF Online > Development > Data Science > Artificial Intelligence > Artificial Intelligence for Business + ChatGPT Prize [2024]
Artificial Intelligence for Business + ChatGPT Prize [2024] by Udemy
Solve Real World Business Problems with AI Solutions implemented in Python. Code templates included.
Course Highlights
- OPTIMIZE BUSINESS PROCESSES
- Master the General AI Framework
- 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
Skills you will learn!
Curriculum
4 Topics
Welcome Challenge!
Introduction
Learning Paths
The Book
1 Topic
Welcome to Part 1 - Optimizing Business Process
4 Topics
Optimizing Business Processes - Step 1
Optimizing Business Processes - Step 2
Optimizing Business Processes - Step 3
Optimizing Business Processes - Step 4
11 Topics
Welcome to the Intuition Section
Plan of Attack
What is Reinforcement Learning?
The Bellman Equation
The Plan
Markov Decision Process
Policy vs Plan
Living Penalty
Q-Learning Intuition
Temporal Difference
Q-Learning Visualization
16 Topics
Optimizing Business Processes - Step 5
Optimizing Business Processes - Step 6
Optimizing Business Processes - Step 7
Optimizing Business Processes - Step 8
Optimizing Business Processes - Step 9
Optimizing Business Processes - Step 10
Optimizing Business Processes - Step 11
Optimizing Business Processes - Step 12
Optimizing Business Processes - Step 13
Optimizing Business Processes - Step 14
Optimizing Business Processes - Step 15
Optimizing Business Processes - Step 16
Optimizing Business Processes - Step 17
Optimizing Business Processes - Step 18
Optimizing Business Processes - Step 19
Optimizing Business Processes - Step 20
2 Topics
Homework Instruction
Homework Solution
1 Topic
Welcome to Part 2 - Minimizing Costs
3 Topics
Minimizing Costs - Step 1
Minimizing Costs - Step 2
Minimizing Costs - Step 3
6 Topics
Welcome to the Intuition Section
Plan of Attack
Deep Q-Learning Intuition - Step 1
Deep Q-Learning Intuition - Step 2
Experience Replay
Action Selection Policies
34 Topics
Minimizing Costs - Step 4
Minimizing Costs - Step 5
Minimizing Costs - Step 6
Minimizing Costs - Step 7
Minimizing Costs - Step 8
Minimizing Costs - Step 9
Minimizing Costs - Step 10
Minimizing Costs - Step 11
Minimizing Costs - Step 12
Minimizing Costs - Step 13
Minimizing Costs - Step 14
Minimizing Costs - Step 15
Minimizing Costs - Step 16
Minimizing Costs - Step 17
Minimizing Costs - Step 18
Minimizing Costs - Step 19
Minimizing Costs - Step 20
Minimizing Costs - Step 21
Minimizing Costs - Step 22
Minimizing Costs - Step 23
Minimizing Costs - Step 24
Minimizing Costs - Step 25
Minimizing Costs - Step 26
Minimizing Costs - Step 27
Minimizing Costs - Step 28
Minimizing Costs - Step 29
Minimizing Costs - Step 30
Minimizing Costs - Step 31
Minimizing Costs - Step 32
Installing Keras
Minimizing Costs - Step 33
Minimizing Costs - Step 34
Minimizing Costs - Step 35
Minimizing Costs - Step 36
3 Topics
Homework Instruction
Homework Solution
Extra: Dropout
1 Topic
Welcome to Part 3 - Maximizing Revenues
3 Topics
Maximizing Revenues - Step 1
Maximizing Revenues - Step 2
Maximizing Revenues - Step 3
3 Topics
Welcome to the Intuition Section
The Multi-Armed Bandit Problem
Thompson Sampling Intuition
13 Topics
Maximizing Revenues - Step 4
Maximizing Revenues - Step 5
Maximizing Revenues - Step 6
Maximizing Revenues - Step 7
Maximizing Revenues - Step 8
Maximizing Revenues - Step 9
Maximizing Revenues - Step 10
Maximizing Revenues - Step 11
Maximizing Revenues - Step 12
Maximizing Revenues - Step 13
Maximizing Revenues - Step 14
Maximizing Revenues - Step 15
Maximizing Revenues - Step 16
3 Topics
Homework Instruction
Homework Solution
THANK YOU Video
8 Topics
Plan of Attack
The Neuron
The Activation Function
How do Neural Networks work?
How do Neural Networks learn?
Gradient Descent
Stochastic Gradient Descent
Back-Propagation
2 Topics
Huge Congrats for completing the challenge!
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Artificial Intelligence for Business + ChatGPT Prize [2024]
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