Experiment Platforms for ML

Experiment Platforms for ML#

At peak, Meta's ranking teams run hundreds of simultaneous experiments across their feed, ads, and recommendations surfaces. Not dozens. Hundreds. Without a platform to manage that, you can't tell whether a metric lift came from the new model architecture, the updated feature pipeline, or the engineer who quietly changed a preprocessing step on Tuesday.