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Protected: Foundations of AI Governance
What is Artificial Intelligence?
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What is Artificial Intelligence?
3 Topics
What Is Artificial Intelligence (1 of 2)?
What Is Artificial Intelligence (2 of 2)?
Categories of AI
What is Machine Learning?
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What is Machine Learning?
4 Topics
Machine Learning Terminologies (1 of 3)
Machine Learning Terminologies (2 of 3)
Machine Learning Terminologies (3 of 3)
What is Machine Learning?
Machine Learning Techniques (How do machines learn?)
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Machine Learning Techniques (How do machines learn?)
12 Topics
Introduction
Supervised Learning (1 of 3)
Supervised Learning (2 of 3)
Supervised Learning (3 of 3)
Unsupervised Learning (1 of 2)
Unsupervised Learning (2 of 2)
Semi-supervised Learning
Reinforcement Learning (1 of 3)
Reinforcement Learning (2 of 3)
Reinforcement Learning (3 of 3)
Machine Learning Summary (1 of 2)
Machine Learning Summary (2 of 2)
Foundation Models
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Foundation Models
14 Topics
What is a Neural Network?
Components of a Neural Network
Layers in a Neural Network
What is a Foundation Model?
Transfer Learning
Fine Tuning
Transfer Learning vs Fine Tuning
Types of Foundation Models – Transformer Models
Types of Foundation Models – Multimodal Models
Types of Foundation Models – Large Language Models
Types of Foundation Models – Vision, Audio and Scientific Models
Types of Foundation Models – Code Models and Embedding & Retrieval Models
Foundation Models – Summary
Foundation Models – Knowledge Check
Comparing Models
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Comparing Models
3 Topics
Classic vs Generative Models
Propriety vs Open-source Models
Small vs Large Language Models
Categories of AI – Based on the AI Capability/Level of Intelligence
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Categories of AI – Based on the AI Capability/Level of Intelligence
4 Topics
Artificial Narrow Intelligence
Broad Artificial Intelligence
Artificial General Intelligence
Artificial Super Intelligence
Expert Systems
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Expert Systems
2 Topics
What are Expert Systems?
3 Components of Expert Systems
Fuzzy Logic
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Fuzzy Logic
2 Topics
What is Fuzzy Logic?
4 Steps of Fuzzy Logic Systems
Robotics and AI
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Robotics and AI
3 Topics
Robotics
Machine Perception
Robotic Process Automation (RPA)
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What is Artificial Intelligence?
In this lesson, we will review the following:
Core concepts of AI and Machine Learning
Different Types of AI models and Systems
The AI development Life Cycle
