Kolena is a machine learning testing and validation platform. Kolena’s unique approach of unit testing for ML, empowers ML scientists to test model performance, identify regressions, and validate model readiness for deployment, all at the scenario level. Kolena provides powerful tools for rich data visualization and explorations, creating representative testing scenarios, identifying and tracking model failure modes, and comparing models, without having to run python scripts or spin up costly data annotation efforts.