Life & fun · alternatives · 2026

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Efemarai – Visualizing and debugging ML models launched in 2021; newer entries below may have overtaken it.

1. 1
   Efemarai▲68

   Easily test and debug your ML models

   2021 · its alternatives →

2. 2
   Machine Learning▲77

   A visual guide for beginners

   2017 · amazon.com · its alternatives →

3. 3
   Clef▲128

   Open-source decision models from Cloudflare

   21d ago · blog.cloudflare.com · its alternatives →

4. 4
   BigML▲64

   Machine learning as a service - build predictive apps

   2014 · bigml.com · its alternatives →

5. 5
   ML Visualization IDE▲92

   Make powerful, interactive machine learning visualizations

   2020 · wandb.ai · its alternatives →

6. 6
   Upsolve Data Models▲97

   Teach AI your metric definitions and business vocabulary

   23d ago · upsolve.ai · its alternatives →

7. 7
   I open-sourced our internal tool for ML comparability/reproducibility▲5

   2024 · github.com · its alternatives →

8. 8PE
   PgModeler – EER Diagramming for postgres▲9

   2017 · pgmodeler.com.br · its alternatives →

9. 9IG
   Inference GUIs for 12 SoTA ML models▲9

   2020 · gradiohub.com · its alternatives →

10. 10
    R2D3▲5

    A Visual Introduction to Machine Learning

    2017 · r2d3.us · its alternatives →

11. 11
    Facets▲6

    Open Source Visualization for Machine Learning Training Data

    2017 · github.com · its alternatives →

12. 12MA
    MLflow – A platform for the complete machine learning▲5

    2018 · mlflow.org · its alternatives →

13. 13
    The Simplest ML API▲7

    2021 · doc.clickup.com · its alternatives →

14. 14MT
    ModelChimp, Track and Collaborate on Machine Learning Models▲6

    2018 · modelchimp.com · its alternatives →

15. 15OM
    Open MLOps – Open-Source Production Machine Learning▲8

    2021 · datarevenue.com · its alternatives →

16. 16AC
    A curated collection of open-source ML projects▲5

    2017 · ml-showcase.com · its alternatives →

17. 17ND
    New data visualization tool and why we made it▲9

    2014 · blog.spritesapp.com · its alternatives →

18. 18DM
    Dataturks – ML annotation tool and Verified Contract workers▲5

    2018 · dataturks.com · its alternatives →

19. 19DA
    Ducks, a Python library for database-like object lookups▲6

    2022 · ducks.readthedocs.io · its alternatives →

20. 20AM
    Artifice - Making Machine Learning Transparent and Accessible▲8

    2023 · sotai.ai · its alternatives →

21. 21
    Machine▲8

    Machine learning with instantaneous, visual feedback

    2017 · its alternatives →

22. 22AF
    A free and open source online database modeling editor▲9

    2025 · editor.besser-pearl.org · its alternatives →

23. 23
    Machine Learning▲6

    A Hands-On, Project-Based Introduction to Machine Learning

    2017 · amazon.com · its alternatives →

24. 24
    Mobile ML▲5

    A curated model library for mobile machine learning.

    2017 · mobileml.com · its alternatives →

Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →