Build the face recognition pipeline used in real systems end to end: detection, alignment, embedding extraction, 1:N search in a vector database (Qdrant), thresholds and decision logic, liveness checks and an API service. Ethics and data-protection aspects are covered too.
Program modules
- Image processing fundamentals · 9 hours
- Face embeddings & verification · 9 hours
- 1:N recognition & biometric search · 18 hours
- Liveness, service architecture, responsible use · 18 hours
Projects you will build
- Detection + alignment + embedding pipeline
- 1:N identity search service with Qdrant
- Recognition app with liveness check and API
Who is it for?
- Developers who want to work in computer vision and biometrics
- Security, identity verification and forensic teams
- Engineers running computer vision projects
This is a paid program and fees are collected at final registration. Why pre-register? A class only opens once it reaches at least 12 participants; pre-registration tells us when that happens, and nothing is charged at this stage.

