SanjayRameshKannan

Resume Access System

Controlled resume distribution with secure access, dynamic watermarking, and analytics.

• Time-limited signed URLs for controlled access
• Dynamic watermarking per request using email, company, and timestamp
• Resume request tracking with private analytics dashboard

Football Injury RAG System

RAG pipeline combining GPS tracking, PubMed research, and player history for injury risk prediction across structured and unstructured sources.

• Integrated multi-source retrieval across GPS, research, and player history data
• Engineered vector search pipeline across 50K+ points
• Improved retrieval quality through embedding and ranking optimization

F1 Prediction System

End-to-end ML system for predicting race outcomes using historical and live data, simulation logic, and serverless scheduling.

• Scheduled inference runs before race sessions using EventBridge
• Built Lambda-based prediction pipeline for race outcome inference
• Delivered outputs through an interactive dashboard for race insights

ML & Deep Learning Pipelines

Built multiple ML pipelines across computer vision, audio classification, and health analytics with full preprocessing, training, and evaluation workflows.

• Built CNN pipelines for spectrogram-based bird call classification
• Trained SVM models for health outcome prediction using behavioral features
• Designed reusable preprocessing, feature engineering, and evaluation workflows

Flight Global — Aviation Intelligence

Real-time 3D globe with live commercial flight positions, fleet analytics, route density heatmaps, and delay feeds.