"As Cloud-like as Possible" Data Science: Local MLOps with Docker Compose

1. acap-datasci-env

   1 1 0 5.6 Python

   Discontinued "As Cloud-like as Possible" Data Science Environment [GET https://api.github.com/repos/m15a/acap-datasci-env: 404 - Not Found // See: https://docs.github.com/rest/repos/repos#get-a-repository]

   

   Detailed prerequisite steps, such as setting environment variables, are written in the GitHub README.

2. SaaSHub

   www.saashub.com sponsored

   SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

   

3. versitygw

   2 10 2,695 9.6 Go

   A simple to deploy but feature rich S3 object storage server for your filesystem

   

   Data store: Versity S3 Gateway emulates S3 storage.

4. MLflow

   3 84 27,502 10.0 Python

   The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

   

   Experiment management: MLflow tracks models, parameters, and results.

5. marimo

   4 55 22,235 9.9 Python

   A reactive notebook for Python — run reproducible experiments, query with SQL, execute as a script, deploy as an app, and version with git. Stored as pure Python. All in a modern, AI-native editor.

   

   Notebook: Marimo for interactive development.

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