IIRF Online > Development > Data Science > Artificial Intelligence > Artificial Intelligence A-Z 2024: Build 7 AI + LLM & ChatGPT
Artificial Intelligence A-Z 2024: Build 7 AI + LLM & ChatGPT by Udemy
Combine the power of Data Science, Machine Learning and Deep Learning to create powerful AI for Real-World applications!
Course Highlights
- 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
Skills you will learn!
Curriculum
4 Topics
Welcome Challenge!
Why AI?
Course Structure
EXTRA: Use ChatGPT to Build AI More Efficiently
1 Topic
Welcome to Part 0 - Fundamentals of Reinforcement Learning
10 Topics
Plan of Attack
What is reinforcement learning?
The Bellman Equation
The "Plan"
Markov Decision Process
Policy vs Plan
Adding a "Living Penalty"
Q-Learning Intuition
Temporal Difference
Quiz 1
1 Topic
A Q-Learning Implementation for Process Optimization
1 Topic
Welcome to Part 1 - Deep Q-Learning
5 Topics
Plan of Attack
Deep Q-Learning Intuition - Learning
Deep Q-Learning Intuition - Acting
Experience Replay
Action Selection Policies
21 Topics
Get the Codes here
Deep Q-Learning Implementation - Step 1
Deep Q-Learning Implementation - Step 2
Deep Q-Learning Implementation - Step 3
Deep Q-Learning Implementation - Step 4
Deep Q-Learning Implementation - Step 5
Deep Q-Learning Implementation - Step 6
Deep Q-Learning Implementation - Step 7
Deep Q-Learning Implementation - Step 8
Deep Q-Learning Implementation - Step 9
Deep Q-Learning Implementation - Step 10
Deep Q-Learning Implementation - Step 11
Deep Q-Learning Implementation - Step 12
Deep Q-Learning Implementation - Step 13
Deep Q-Learning Implementation - Step 14
Deep Q-Learning Implementation - Step 15
Deep Q-Learning Implementation - Step 16
Deep Q-Learning Implementation - Step 17
Deep Q-Learning Implementation - Step 18
Deep Q-Learning Implementation - Step 19
Deep Q-Learning Implementation - Step 20
1 Topic
Welcome to Part 2 - Deep Convolutional Q-Learning
3 Topics
Plan of Attack
Deep Convolutional Q-Learning Intuition
Eligibility Trace
14 Topics
Get the Codes here
Deep Convolutional Q-Learning Implementation - Step 1
Deep Convolutional Q-Learning Implementation - Step 2
Deep Convolutional Q-Learning Implementation - Step 3
Deep Convolutional Q-Learning Implementation - Step 4
Deep Convolutional Q-Learning Implementation - Step 5
Deep Convolutional Q-Learning Implementation - Step 6
Deep Convolutional Q-Learning Implementation - Step 7
Deep Convolutional Q-Learning Implementation - Step 8
Deep Convolutional Q-Learning Implementation - Step 9
Deep Convolutional Q-Learning Implementation - Step 10
Deep Convolutional Q-Learning Implementation - Step 11
Deep Convolutional Q-Learning Implementation - Step 12
Deep Convolutional Q-Learning Implementation - Step 13
1 Topic
Welcome to Part 3 - A3C
6 Topics
Plan of Attack
The three A's in A3C
Actor-Critic
Asynchronous
Advantage
LSTM Layer
16 Topics
Get the Codes here
A3C Implementation - Step 1
A3C Implementation - Step 2
A3C Implementation - Step 3
A3C Implementation - Step 4
A3C Implementation - Step 5
A3C Implementation - Step 6
A3C Implementation - Step 7
A3C Implementation - Step 8
A3C Implementation - Step 9
A3C Implementation - Step 10
A3C Implementation - Step 11
A3C Implementation - Step 12
A3C Implementation - Step 13
A3C Implementation - Step 14
A3C Implementation - Step 15
1 Topic
THANK YOU Video
9 Topics
What is Deep Learning?
Plan of Attack
The Neuron
The Activation Function
How do Neural Networks work?
How do Neural Networks learn?
Gradient Descent
Stochastic Gradient Descent
Backpropagation
9 Topics
Plan of Attack
What are convolutional neural networks?
Step 1 - Convolution Operation
Step 1(b) - ReLU Layer
Step 2 - Pooling
Step 3 - Flattening
Step 4 - Full Connection
Summary
Softmax & Cross-Entropy
7 Topics
Extra Section Intro
Extra Section - Q - Learning
Extra Section - Q - Learning Part II
Extra Section - Q - Learning Part III
Extra Section - Q - Learning Part IV
Extra Section - Q - Learning - Part V
Extra Section - Q - Learning Section VI
2 Topics
Huge Congrats for completing the challenge!
BONUS: Cloud Skills for ML & AI (COUPON inside)
Artificial Intelligence A-Z 2024: Build 7 AI + LLM & ChatGPT
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