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