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FINDING #4418 · UNIT ID 210267713

mrdbourke/zero-to-mastery-ml

All course materials for the Zero to Mastery Machine Learning and Data Science course.

[ JUPYTER NOTEBOOK ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.000417

ENGAGEMENT0.16

FRESHNESS1.00

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

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

0% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

7.00

ACCEL

0.00

RETENTION

0.0%

PEAK 2026-08-29 · FORK-RETENTION 0.0% · 7 STARS / WINDOW

Author Audience

AUDIENCE

16,752

FOLLOWERS

12,344

OWNER ★

44,133

Engagement Signals

FORKS

4,209

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 7 / 7 (DIVERSITY 1.00)

Why This Is A Finding

mrdbourke/zero-to-mastery-ml собрал 7 звёзд за окно, тогда как у автора всего 12,344 подписчиков — эффективная аудитория ≈ 16,752. Это даёт surprise-индекс 0.000417 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 14% OF 5124 FINDINGS

#102Nicolepcx/ai-agents-the-definitive-guide[ JUPYTER NOTEBOOK ]0.16 #184KAUST-Academy/Artificial-Intelligence-Courses[ JUPYTER NOTEBOOK ]0.0842 #190gothmania/pytutor[ JUPYTER NOTEBOOK ]0.0809 #354Longistamina/DataScience_MachineLearning[ JUPYTER NOTEBOOK ]0.033 #887lyogavin/airllm[ JUPYTER NOTEBOOK ]0.0099

METRICS IN CONTEXT

MEDIAN ACROSS ALL 5124 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 14%

VELOCITY7.009.00-2.00ABOVE 28%

RETENTION0.0%0.0%0.0 PPABOVE 0%

FORKS4,209420+3,789ABOVE 89%

SURPRISE0.000.01-0.01ABOVE 12%