Different Types of Artificial Intelligence

Introduction to AI for Work

James Chapman

AI Curriculum Manager, DataCamp

Recap: Familiar AI Systems

Smart Fridge Temperature Controls

Generative AI Chatbots

Expert Systems: Rule-Based Intelligence

 

• Follow hard-coded rules and logic
• If-then decision making
• Example: refrigerator temperature control

Example: Refrigerator Temperature

Example: Refrigerator Temperature

Example: Refrigerator Temperature

Example: Refrigerator Temperature

Example: Refrigerator Temperature

Machine Learning: Learning from Data

Machine Learning: Learning from Data

Machine Learning: Learning from Data

Machine Learning: Learning from Data

Machine Learning: Learning from Data

Expert Systems vs. ML Systems

How to Train an ML Model

How to Train an ML Model

Generative AI: The Next Generation

Traditional ML

• Recognizes patterns in input data
• Makes predictions
• Example: Crash detection

 

Generative AI

• Complete input pattern
• Example: writing poetry
• New text, images, video, music, or code

The Evolution of AI Systems

Expert Systems:

• Rule-based logic
• Specific tasks
• Example: temperature control

Machine Learning:

• Learn from data
• Pattern recognition
• Example: autocorrect

Generative AI:

• Pattern completion
• New content (text, images, and more)
• Example: chatbots

Let's practice!

Introduction to AI for Work