lukasmasuch/best-of-ml-python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

23.9k
Stars
3.1k
Forks
72.4
Radar Score
Accelerating
Momentum

Scoring Breakdown

Impact96.4
Velocity54.9
Health58.6

Growth Metrics

7-Day Stars
+13
30-Day Stars
+23
Acceleration
2.42x
Language
—

Why it ranks

Strong momentum — adoption is accelerating week over week.

Top 65% globallyLast push 6d ago+13 stars / 7d+23 stars / 30d

🛡️ Enterprise Readiness & Commercial Safety

Organic Growth
76%
Moderate Confidence
License
CC-BY-SA-4.0
Review license terms carefully before commercial adoption.
Health Grade
A
Based on maintenance, issue response, and release cadence.
Radar Score
72.4
Composite of Impact, Velocity, and Health.
⚠️ Growth Anomaly Detected:
  • Issue engagement: 35 open issues for 23,867 stars (0.1%).
Disclaimer: This is an automated heuristic assessment based on public GitHub signals. Always perform your own security audit, dependency review, and legal compliance check before production deployment.

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