CSI 205 ยท AI and Data Ethics
Measure it by hand, then at scale.
Ten instruments for auditing data and models, used in twelve labs and a group project. Each lab takes a quantity you first work out on paper in lecture — a selection rate, an equivalence class, a cosine — and measures it on real data in your browser. Nothing you load or type here leaves your computer.
The labs, in course order
How to use the toolkitYour data stays here
Every tool runs in the browser. Uploaded files are read locally and never sent anywhere. Some labs ask you to hand in a session record; it is off until you turn it on, and you can read every line of it in Settings.
The data is synthetic, on purpose
The sample datasets are generated from documented processes, so every disparity you find can be traced to a line of code. The generators are in the project repository.