Repository · MIT
EthicalML/awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
★ 21.1k
Stars
2.6k forks · 44 open issues
+3.3/day
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
39.9
Momentum / 100
see the breakdown below
8y ago
Created
last push 5d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 12.1 | +3.3/day, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 0.4 | last week ran 1.03× the monthly pace |
| Freshness | 15 | 14.8 | last push 5d ago; decays to zero at 180 days |
| Scale | 15 | 12.5 | 21.1k stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 39.9 | sum of the above |
Detail
| Topics | awesomeawesome-listdata-miningdeep-learningexplainabilityinterpretabilitylarge-scale-machine-learninglarge-scale-mlmachine-learningmachine-learning-operationsml-operationsml-opsmlopsprivacy-preservingprivacy-preserving-machine-learningprivacy-preserving-mlproduction-machine-learningproduction-mlresponsible-ai |
| Matched on | Learning & Roadmaps (awesome-list) |
| Short window | +23 stars over 7 days = 3.3/day |
| Long window | +83 stars over 26 days = 3.2/day |
| Lifetime average | 7.02 stars/day over 3,004 days |
| First seen here | 2026-10-11 |
| Last read | 2d ago |