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UID:meetup-3fb3a38236@palaner.app
DTSTAMP:20260802T151143Z
DTSTART:20260813T213000Z
DTEND:20260813T230000Z
SUMMARY:Aug 13 - From Cold Pool to Hot Queue: Annotation Curation with Fift
 yOne Workshop
LOCATION:Microsoft  NERD New England Research & Development Center
DESCRIPTION:Saved in Palaner as: saved\n\nPalaner match: 14% · why: lots of
  people going\n\nPre-registration is mandatory to clear building security\
 n\nDate\, Time and Location\n\nAug 13\, 2026\n5:30 PM - 8:30 PM ET\nMicros
 oft Research Lab – New England (NERD) at MIT\nDeborah Sampson Conference R
 oom\nOne Memorial Drive\, Cambridge\, MA\n\nIn this hands-on workshop\, yo
 u'll use FiftyOne to run the full rare-class mining loop end-to-end on a l
 arge unlabeled image pool: compress the pool with near-duplicate detection
 \, embed images with a modern vision backbone\, mine candidate positives v
 ia seeded similarity from a tiny labeled set\, confirm them through target
 ed human review\, and prioritize the survivors for annotation using repres
 entativeness and uniqueness scores. You'll then fine-tune a detector on th
 e prioritized examples and come back to FiftyOne to verify the missed-mode
  clusters actually got covered.\n\nWhat You'll Walk Away With\n\nA working
  FiftyOne pipeline for finding rare classes in any visual dataset you own\
 nA repeatable four-stage funnel — compress\, mine\, confirm\, prioritize —
  with a clear objective at each stage\nA fine-tuned detector that demonstr
 ably outperforms one trained on the same number of randomly sampled images
 \nThe mental model that data curation — not architecture or hyperparameter
 s — is the highest-leverage thing you can do to improve a rare-class detec
 tor
URL:https://www.meetup.com/boston-ai-machine-learning-data-science/events/3
 15727160/
CATEGORIES:palaner,saved
STATUS:TENTATIVE
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