FINDING #6102 · UNIT ID 982541506
amitshekhariitbhu/build-your-own-x-machine-learning
Build your own X - Master machine learning by building everything from scratch. It aims to cover everything from linear regression to deep learning to large language models (LLMs).
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
75% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
Growth Telemetry
VELOCITY /D
4.48
ACCEL
+0.08
RETENTION
7.5%
PEAK 2026-06-13 · FORK-RETENTION 0.0% · 403 STARS / WINDOW
Author Audience
AUDIENCE
15,640
FOLLOWERS
8,629
OWNER ★
70,108
Engagement Signals
FORKS
94
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 403 / 403 (DIVERSITY 1.00)
Why This Is A Finding
amitshekhariitbhu/build-your-own-x-machine-learning собрал 403 звёзд за окно, тогда как у автора всего 8,629 подписчиков — эффективная аудитория ≈ 15,640. Это даёт surprise-индекс 0.000286 (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 4% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 4%
VELOCITY4.483.99+0.48ABOVE 54%
RETENTION7.5%17.1%-9.6 PPABOVE 21%
FORKS9490+5ABOVE 51%
SURPRISE0.000.01-0.01ABOVE 8%