FGLab is a machine learning dashboard, designed to make prototyping experiments easier. Experiment results are stored in a database, allowing analytics to be performed after their completion. FGLab is designed to be used with existing code in a way that is independent of either programming language or operating system, and scales from a single machine to a cluster. By addressing a practical need over a broad class of machine learning problems, FGLab facilitates—but does not enforce—more methodological research.