Different Types of Artificial Intelligence

Introduction to AI for Work

James Chapman

AI Curriculum Manager, DataCamp

Recap: Familiar AI Systems

Smart Fridge Temperature Controls

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Generative AI Chatbots

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Introduction to AI for Work

Expert Systems: Rule-Based Intelligence

 

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

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Introduction to AI for Work

Example: Refrigerator Temperature

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Introduction to AI for Work

Example: Refrigerator Temperature

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Introduction to AI for Work

Example: Refrigerator Temperature

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Introduction to AI for Work

Example: Refrigerator Temperature

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Introduction to AI for Work

Example: Refrigerator Temperature

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Introduction to AI for Work

Machine Learning: Learning from Data

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Introduction to AI for Work

Machine Learning: Learning from Data

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Introduction to AI for Work

Machine Learning: Learning from Data

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Introduction to AI for Work

Machine Learning: Learning from Data

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Introduction to AI for Work

Machine Learning: Learning from Data

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Introduction to AI for Work

Expert Systems vs. ML Systems

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Introduction to AI for Work

How to Train an ML Model

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Introduction to AI for Work

How to Train an ML Model

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Introduction to AI for Work

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

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Introduction to AI for Work

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

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Introduction to AI for Work

Let's practice!

Introduction to AI for Work

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