- Hinge Top Photo- Tinder AI Project

[Computer Vision Based Video Analytics]• Pedestrian Analysis - Reliable prediction system (feature engineering, model calibration, synthetic data) - Achieved second place in the UPAR challenge at WACV 2024.• Pedestrian Tracking: Robust algorithms, Evaluation system, NVIDIA DeepStream.• Object Detection - Patented a novel training scheme for a video object detector - Training/Inference optimizations - Synthetic / augmented data usage for pedestrian detection.• Crowd Counting: For citizen safety in crowded areas.[Privacy-Safe Machine Learning: Core technology of Deeping Source]• Invented and developed SEAL, (www.deepingsource.io/seal) a solution for removing Personal Identifiable Information (PII) from visual data while maintaining data quality for AI training, as opposed to simple mosaic.• Published two papers on adversarial representation learning for image anonymization.• Patented four novel concepts in the US, EU, and PCT.

• PoC of privacy-preserving machine learning for various applications.• Designed and built the initial version of the ”nachos.ai” backend system.