ML-Based Stroke Diagnosis Prediction
Designed a heterogeneous ensemble pipeline integrating lesion segmentation and scan-level classification. Built segmentation ensemble combining 3 models with weighted soft probability fusion; implemented dual-branch classification. Evaluated multiple ensemble fusion strategies and analyzed diversity-calibration trade-offs.
AI-Based Parking Occupancy Detection System
Developed a computer vision system for real-time parking space occupancy detection using deep learning methods. Built an image processing pipeline with data preprocessing, augmentation, and model evaluation for parking availability recognition. Trained EfficientNet-B2 classifier via two-phase transfer learning on perspective-corrected crops; optimizedend-to-end inference pipeline