Build arbitrarily complex end-to-end pipelines with minimalistic APIs.
Simply write native Python functions, don't worry about infrastructure; automate to keep your models fresh and relevant.
Iterate, execute, visualize, repeat.
Inputs and outputs of all steps are persisted as source of truth and visualizable in the UI.
No work needed, everything is tracked, always.
Dataframes, models, configuration dataclasses, metrics, plots and figures. You name it, Sematic tracks it and displays it for you in the UI.
Keep the conversation close to the context, and don't break the linkage between data and discussions.
Compare metrics and visualization from successive runs and share plots with your team to break silos and work faster.
The Sematic team hails from around the world and has extensive industry experience in software development, cloud infrastructure, and Machine Learning tooling.
While searching for the Higgs boson at CERN, developing payment infrastructure for Instacart, or building ML tooling for Cruise, we encountered a wide variety of systems, practices, and patterns, which inform the design of Sematic every day.