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OSAS Detection System
End-to-end ML pipeline for multimodal physiological time-series classification with production-ready training infrastructure.
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Technology Stack
What I Built
- Designed multimodal transformer architecture combining vital signs, ECG/PPG, and PSG signals
- Built complete training pipeline with checkpointing, logging, and macro-F1 optimization
- Implemented patient-aware data splitting to prevent data leakage in clinical datasets
- Developed comprehensive preprocessing and EDA tooling for exploratory analysis
- Applied attention mechanisms and positional encoding for long-range temporal dependencies