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🧠 Agentic AI Projects
Agentic AI Chatbot for Agriculture In Progress
A work-in-progress agent: exploring RAG for context-aware agronomic advice, QLoRA fine-tuning of LLaMA, and multi-agent orchestration with CrewAI & Nvidia NeMo.
🧠 Models
📊 Datasets
TileForge S2-DW Demo
Sentinel-2 & Dynamic World geospatial tiles for segmentation
↗Multi-Agent Prompts
Curated prompts for building multi-agent systems
↗Autonomous Agents
System prompts for autonomous behavior
↗ELI5-200-Dataset
Training data for simple explanations
↗ELI5-Tech-Terms
Technical terminology simplified
🌍 Geospatial & Agriculture
Predictive Soil Analytics Dashboard
Interactive dashboard for real-time soil property predictions. Backend inference using pre-trained Chemometric ML models with a "Farmer Guide" interface.
🚀 Live Demo🎓 Research
M.Sc. Thesis: Soil Spectroscopy & ML Modeling
Engineered automated pipelines for soil spectral data (Vis-NIR) using SNV/MSC and PCA. Trained Random Forest and SVR models for Moroccan soil predictions. Established "Trust & Quality" framework for model uncertainty.
Remote Sensing Research: Radar-Based Crop Monitoring
Built cloud-based monitoring workflows using Google Earth Engine to process multi-temporal Sentinel-1 SAR. Integrated CHIRPS Rainfall and ERA5 climate data to model crop response to thermal stress.
Bachelor Thesis: Drone vs. Satellite vs. LiDAR
Comparative analysis from Timoulit region (Morocco). Processed with Agisoft Metashape, Pix4D, and ArcGIS.