PROJECTS
Projects, Open-Source Contributions & Initiatives
A collection of open-source research software, interactive geospatial applications, and artificial intelligence projects developed to support scientific research, environmental monitoring, and practical AI applications.
GeoAI, Research Software & Web Applications
AgroES Grazing Land SOC Explorer
An interactive Web-GIS visualizing 30 m soil organic carbon predictions and 90% prediction intervals for Florida grazing lands, with synchronized maps for uncertainty comparison.
- Soil organic carbon
- Uncertainty
- Web-GIS
AgroES Cultural Ecosystem Services Mapping Platform
An interactive Web-GIS application for exploring cultural ecosystem services and their spatial patterns for environmental research.
- Ecosystem services
- Web-GIS
Miami Tree Canopy Explorer
A GeoAI Web-GIS combining NAIP aerial imagery and deep learning predictions for individual tree monitoring.
- NAIP imagery
- Deep learning
- Urban trees
2026 IALE Workshop – Ecosystem Services Mapping
Educational materials and practical GeoAI workflows for ecosystem services mapping and visualization.
- GeoAI
- Ecosystem services
- Education
Other AI & Machine Learning Projects
Foundation Models & Multimodal AI
A DeepSeek-Janus-Pro-based pipeline for multimodal text and image understanding.
- DeepSeek-Janus-Pro
- Multimodal AI
Personal Finance AI Agent
A Gemini-based generative AI agent for financial reasoning and buy, sell, and hold recommendations.
- Gemini
- Generative AI
AI in Autonomous Systems
A Deep Q-Network reinforcement learning agent for Connect-X gameplay.
- Deep Q-Networks
- Reinforcement learning
AI-Driven Product Repairability Scoring
Machine learning models for automated assessment of consumer electronics repairability.
- Machine learning
- Repairability
Deep Learning for Song Classification
CNN, GoogLeNet, and ResNet-50 architectures for music classification using audio-to-image representations.
- CNN
- GoogLeNet
- ResNet-50
Building ML Models to Play Tic-Tac-Toe
KNN, SVM, and multilayer perceptron implementations for interactive gameplay.
- KNN
- SVM
- Multilayer perceptrons
Deep Colorization for Grayscale Images
A Fully Convolutional Network for automatic grayscale-to-color image transformation.
- FCN
- Image colorization
Image Semantic Segmentation and Detection for Hard Drive Devices
GoogLeNet, ResNet-50, and FCN-based component recognition and segmentation.
- GoogLeNet
- ResNet-50
- FCN
Image Classification of Different Types of Bricks
Edge Histogram Descriptors and Probabilistic Generative Classifiers for image classification.
- Edge histograms
- Generative classifiers