Generative AI

Introduction

Jan Kirenz

Basics

This slide deck explores

  • the basics of AI
  • what Generative AI is
  • how it is used
  • and how it differs from traditional machine learning methods

Note

The slides are based on the course “Introduction to Generative AI” provided by Google.

Artificial Intelligence

  • A machine 🤖

  • mimics “cognitive functions“

  • that humans associate with other human minds 🧠

  • such as “learning” and “problem solving (Russell & Norvig, 2009)

AI, ML & Deep Learning

Supervised vs Unsupervised Learning

Supervised Learning

Unsupervised Learning

Generative AI

Large Language Models

Predicitve ML vs Generative AI

Discriminative AI vs Generative AI

ML System Output

Classical ML Output

Gen AI Output

What is Generative AI?

Input: Image

Input: Text

Model Types: Text-to-Text

Model Types: Text-to-Task

Application Landscape