Build and productionize arbitrary end-to-end ML/DS pipelines with only Python in a few hours.
TL;DR – Sematic is an open-source framework to build and run arbitrary end-to-end ML/DS pipelines developed by two ex-Cruisers.
When COVID hit and restaurant parklets popped up around San Francisco, the Cruise robotaxis needed to update their ML models in a matter of days.
This fast turnaround in data processing > model training > evaluation > simulation > metrics generation > deployment was enabled by talented ML Engineers using state-of-the-art pipelining tools.
If you are an ML/DS developer 🧑💻, you likely spend a lot of time battling obscure infrastructure instead of leveraging your core competency: extracting insights and predictions from data.
If you are a business leader 🧑💼, you likely want more models to grow and optimize your business; and retrain them frequently to adapt to ever-changing world conditions (hello COVID!).
Existing solutions (e.g. Kubeflow, Argo, Airflow, Prefect) are still too low-level and not usable by ML/DS developers.
Tools such as Ruby on Rails and Heroku enabled generations of web developers to build prototypes into unicorns. Where is that experience for ML/DS development?
Sematic is a lightweight open-source ML/DS pipeline development and execution framework based on learnings from working at Cruise.
With easy-as-pie onboarding, simply use native Python to develop and run arbitrary end-to-end pipelines that track and version all your assets and artifacts (models, datasets, plots, metrics, etc.), and visualize them in a slick UI.
Run locally or leverage your cloud resources (GPUs!!) seamlessly without infrastructure work.
Collaborate with your team in Sematic to keep the conversation close to the data context.
Sematic aims to facilitate the journey from Notebook prototypes to automated production-grade pipelines.
Try us out:
$ pip install sematic
$ sematic start
Join our Discord and give us your feedback to make the product more useful to you and your company.
We offer a white-glove onboarding service and dedicated support to build out your end-to-end pipelines.
Try us out, reach out on Discord, or email us at emmanuel@sematic.dev.