FEATURED PROJECTS
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AI Bio Classification
Deep learning pipeline using PyTorch to classify epithelial cells.
- Implemented Otsu thresholding and morphology for deterministic segmentation of 800+ cells.
- Compared baseline CNNs with Transfer Learning (ResNet50, EfficientNet) to optimize accuracy.
- Analyzed model performance using F1 scores and confusion matrices to mitigate class imbalance.
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Smart Plant IoT
Secure telemetry system transmitting real-time sensor data to Azure.
- Securely transmitted telemetry data to Microsoft Azure IoT Hub via encrypted Wi-Fi.
- Engineered a non-blocking system architecture to ensure 99.9% uptime for sensor data acquisition.
- Built a live monitoring dashboard utilizing WebSockets for sub-second latency updates.
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AX5 Robotic System
Precision motion control for robotic handwriting via G-code.
- Configured CNC controllers and optimized G-code for precise coordinate mapping.
- Utilized Inkscape and Candle to translate vector graphics into mechanical toolpaths.
- Gained hands-on experience in hardware calibration and motion synchronization.