Developed AI-powered diagnostic systems for rapid bacterial infection identification and antibiotic susceptibility testing, reducing testing time from days to hours.
🚀 Core Contributions
🧠 Advanced Signal Processing Pipeline
Colorimetric Analysis System: Designed algorithms to convert raw sensor signals into high-integrity time series data
Noise Reduction: Implemented specialized signal processing techniques to enhance signal-to-noise ratio in medical data
Real-time Processing: Optimized algorithms for processing high-volume data streams with low latency
Feature Extraction: Created methods to identify and extract meaningful biomarkers from complex sensor data
👁️ Medical Computer Vision Solutions
Medical Image Analysis: Built custom CNN-based object detection models for quality control in diagnostic manufacturing
Automated Inspection: Integrated vision-based quality control systems into production workflows
Model Optimization: Fine-tuned deep learning architectures for domain-specific medical applications
Custom Dataset Development: Created specialized training datasets for medical diagnostic equipment
📊 Biomedical Data Analysis System
Multi-dimensional Analysis: Developed analytical methods for processing complex sensor data streams