sematic 0.2.0

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Hi 👋

We built the infrastructure behind Cruise’s Continuous Learning Machine. Now we want to bring our learnings to you!

Sematic is an open-source development toolkit to help Data Scientists and Machine Learning (ML) Engineers prototype and productionize ML pipelines in days not weeks.

Find our docs at docs.sematic.ai, and join us on Discord.

Sematic helps you

• Bring your prototype ML code from your Notebook to a production pipeline with minimal efforts

• Monitor, visualize, and track all inputs and outputs of all pipeline steps in a slick UI

• Collaborate with your team: keep the discussion close to the pipeline as opposed to scattered elsewhere

• [soon] Clone/re-run your pipelines with different inputs/configs

• [soon] Schedule your pipelines to keep your models fresh and relevant

Installation

Instal Sematic with

$ pip install sematic

Usage

Start the app locally with

$ sematic start

Then run an example pipeline with

$ sematic run examples/mnist/pytorch

Create a new boilerplate project

$ sematic new my_new_project

Or from an existing example:

$ sematic new my_new_project --from examples/mnist/pytorch

Then run it with

$ python3 -m my_new_project

See our docs at docs.sematic.ai, and join us on Discord.

Contribute

See our Contributor guide at docs.sematic.ai.