Projects
A collection of my work spanning modeling, computer vision, and research engineering.
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Showing 7 of 7 projects
Helios Intercropping Pipeline
GPU-accelerated synthetic data generation for faba bean and wheat intercropping research using 3D plant simulation.
GrowController: IoT Environmental Monitor
ESP32-based CO2, temperature, and humidity monitor with VPD calculation and Prometheus/Grafana integration.
Sweet Pepper Segmentation & Classification
Multi-algorithm ML pipeline for pepper detection comparing LogReg, KNN, SVM, GMM, and Gradient Boosting approaches.
Soil Water Content Prediction (NIR + SVR)
SVM regression model achieving R² = 0.94 for predicting soil water content from NIR spectral reflectance.
Nitrogen Loss Risk Spatial Analysis
Geospatial analysis of nitrogen surplus and loss risk using PySAL spatial statistics.
Multispectral UAV Crop Classification Pipeline
Complete ML/DL pipeline for crop classification using multispectral UAV orthoimages with temporal analysis and spatial-aware train/test splits.
ESP32 WiFi CSI Pepper 3D Mapping
Experimental project using ESP32 Channel State Information (WiFi CSI) to attempt non-contact 3D mapping of bell peppers.