epfml/ML_course — GitHub trend

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FINDING #5286 · UNIT ID 63258580

epfml/ML_course

EPFL Machine Learning Course, Fall 2026

[ JUPYTER NOTEBOOK ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00235

ENGAGEMENT0.66

FRESHNESS1.00

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

2% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

6.43

ACCEL

+0.82

RETENTION

12.5%

PEAK 2026-09-09 · FORK-RETENTION 46.2% · 45 STARS / WINDOW

Author Audience

AUDIENCE

2,699

FOLLOWERS

537

OWNER ★

8,124

Engagement Signals

FORKS

1,026

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 45 / 45 (DIVERSITY 1.00)

Why This Is A Finding

epfml/ML_course собрал 45 звёзд за окно, тогда как у автора всего 537 подписчиков — эффективная аудитория ≈ 2,699. Это даёт surprise-индекс 0.00235 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 46.2% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 46% OF 9789 FINDINGS

#524philshiu/Drosophila_brain_model[ JUPYTER NOTEBOOK ]0.0302 #992xbsheng/atguigu-note[ JUPYTER NOTEBOOK ]0.0178 #1033Lordog/dive-into-llms[ JUPYTER NOTEBOOK ]0.0171 #1276gmonce/scikit-learn-book[ JUPYTER NOTEBOOK ]0.0139 #1458MLO-lab/LeVJEPA[ JUPYTER NOTEBOOK ]0.0123

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9789 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 46%

VELOCITY6.433.43+3.00ABOVE 69%

RETENTION12.5%37.5%-25.0 PPABOVE 17%

FORKS1,026120+906ABOVE 90%

SURPRISE0.000.01-0.00ABOVE 25%