Google: Machine Learning Crash Course: Fairness

Online course.

A self-study guide for aspiring machine learning practitioners, Machine Learning Crash Course features a series of lessons with video lectures, real-world case studies, and hands-on practice exercises. Study time 70 minutes. Developed by Google as part of the Machine Learning Crash Course with TensorFlow APIs, Google’s fast-paced, practical introduction to machine learning.

Fairness Lesson Objectives

  • Become aware of common human biases that can inadvertently be reproduced by ML algorithms.
  • Proactively explore data to identify sources of bias before training a model
  • Evaluate model predictions for bias