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Protected: Foundations of AI Governance
What is Artificial Intelligence?
What Is Artificial Intelligence (1 of 2)?
What Is Artificial Intelligence (2 of 2)?
Categories of AI
What is Machine Learning?
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?)
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
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
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
Artificial Narrow Intelligence
Broad Artificial Intelligence
Artificial General Intelligence
Artificial Super Intelligence
Expert Systems
What are Expert Systems?
3 Components of Expert Systems
Fuzzy Logic
What is Fuzzy Logic?
4 Steps of Fuzzy Logic Systems
Robotics and AI
Robotics
Machine Perception
Robotic Process Automation (RPA)
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Foundation Models