Alternatives

Products that do what ML & data pipeline deployment for humans does

1. 1FM
   Fullstack ML – From Notebooks to Deployment▲198

   2019 · github.com

2. 2TZ
   The Zen of Data Pipelines (Book)▲27

   2017 · gpestana.gitbooks.io

3. 3IM
   Interactive map for architecting big data pipelines▲144

   2017 · xyz.insightdataengineering.com

4. 4SM
   SpotML – Managed ML Training on Cheap AWS/GCP Spot Instances▲157

   2021 · spotml.io

5. 5KA
   kaos - an open source platform for simplifying ML deployments▲20

   2019 · ki-labs.com

6. 6ZE
   ZenML, extensible open-source MLOps framework for reproducible ML▲37

   2020 · github.com

7. 7ML
   Machine learning automation from creating to using models in production▲72

   2021 · github.com

8. 8CI
   Convect – Instant Serverless Deployment of ML Models▲89

   2021 · convect.ml

9. 9DM
   Deploy ML Models on a Budget▲117

   2021 · github.com

10. 10GO
    Greta, our script for decentralized data distribution▲14

    2016 · greta.io

11. 11RJ
    RemoteML – Job Directory for Remote Machine Learning Positions▲99

    2018 · remoteml.com

12. 12PF
    Pipelines: framework and language for crafting data pipelines▲5

    2019 · github.com

13. 13GF
    GUIs for Faster ML Prototyping and Sharing▲85

    2020 · github.com

14. 14PL
    Pipelines – Language for scripting parrallel pipelines with Python▲69

    2019 · github.com

15. 15PA
    Prefect – A workflow engine designed for modern data engineering▲59

    2019 · github.com

16. 16SM
    Scaling ML to 8M users with 3 data scientists▲6

    2018 · medium.com

17. 17KA
    KeraSH, a ML Framework in Shell▲15

    2019 · github.com

18. 18
    BigML▲64

    Machine learning as a service - build predictive apps

    2014

19. 19ZP
    ZenML – Portable, production-ready MLOps pipelines▲5

    2022 · github.com

20. 20OS
    Open-source code editor for transforming data and building ML pipelines▲6

    2022 · github.com

21. 21ML
    Machine Learning into Production Workshop: MLFlow, Airflow Tutorials▲8

    2019 · github.com

22. 22GF
    GitHub for ML datasets▲15

    2018 · dataturks.com

23. 23IO
    I open-sourced our internal tool for ML comparability/reproducibility▲5

    2024 · github.com

24. 24PD
    Public Datasets for Machine Learning▲26

    2017 · medium.com

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