FINDING #361 · UNIT ID 1124631986
bishwaghimire/ai-learning-roadmaps
A complete, structured hub for learning Artificial Intelligence — covering AI, Machine Learning, Deep Learning, and Data Science with books, roadmaps, and curated resources from beginner to advanced.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
29% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
8.10
ACCEL
-0.04
RETENTION
15.8%
PEAK 2026-06-29 · FORK-RETENTION 0.0% · 243 STARS / WINDOW
Author Audience
AUDIENCE
113
FOLLOWERS
29
OWNER ★
841
Engagement Signals
FORKS
94
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 243 / 243 (DIVERSITY 1.00)
Why This Is A Finding
bishwaghimire/ai-learning-roadmaps собрал 243 звёзд за окно, тогда как у автора всего 29 подписчиков — эффективная аудитория ≈ 113. Это даёт surprise-индекс 0.0529 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 94% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.020.00+0.02ABOVE 94%
VELOCITY8.104.23+3.87ABOVE 70%
RETENTION15.8%29.4%-13.6 PPABOVE 23%
FORKS9492+2ABOVE 50%
SURPRISE0.050.01+0.04ABOVE 88%