Intro to AI Ethics

0
Kaggle
Free Online Course
English
Certificate Available
4 hours worth of material
selfpaced

Overview

Explore practical tools to guide the moral design of AI systems.

  • Learn what to expect from the course.
  • Design systems that serve people’s needs. Navigate issues in several real-world scenarios.
  • Bias can creep in at any stage in the pipeline. Investigate a simple model that identifies toxic text.
  • Learn about four different types of fairness. Assess a toy model trained to judge credit card applications.
  • Increase transparency by communicating key information about machine learning models.

Syllabus

  • Introduction to AI Ethics
  • Human-Centered Design for AI
  • Identifying Bias in AI
  • AI Fairness
  • Model Cards

Taught by

Alexis Cook and Var Shankar