Sadia Francis
Staff Machine Learning Engineer at Canva
SourcedWarmReferralActively lookingH-1B
AI match score
70
Last touched3mo ago
OwnerJordan Peretz
Comp expectation$352,596–$473,245
Flight riskmedium
Customer-facing classifier rewrite
ML lead · Jul 2023 — May 2025
Summary
Replaced a rules-based classifier with a fine-tuned encoder; set up the eval and monitoring story.
Outcome
F1 improved by 12 points; false-positive escalations halved.