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Recruitment Automation System
PythonNLPFastAPIMachine Learning
Role
Lead ML Engineer
Tech Stack
PythonSpacy (NLP)TF-IDFFastAPIReact
The Problem
Recruiters spend 70% of their time manually screening thousands of resumes, leading to fatigue and bias.
The Solution
Built an NLP pipeline to extract resume entities (skills, exp) and calculate contextual semantic similarity against job descriptions. Automated interview scheduling via Google Calendar API.
Impact & Metrics
Reduced screening time by ~80%. Achieved high accuracy in keyword matching for technical roles.