A lightweight model monitor for scikit-learn and Keras

developer-tools / Show HN
42
SCORE

Canary-ML is a lightweight model monitoring library for scikit-learn and Keras models. It helps developers track model performance and detect degradation over time in production environments. The tool is designed to integrate with existing Python ML workflows without heavy dependencies.

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Sources (1)

Show HN
https://news.ycombinator.com/item?id=48908516
1 PTS

Score Breakdown

Traction
raw 1.00 · weight 35%
3.5pts
Novelty
0 days old · weight 20%
20.0pts
Source diversity
1 source · weight 10%
3.3pts
AI quality
raw 42.00 · weight 35%
14.7pts

Addresses a real need (ML model monitoring) but faces stiff competition from MLflow/Evidently with zero traction signals indicating limited adoption.

Final Score42/100

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