๐Ÿค– Projects

AI, LLMs, and Geospatial Applications

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๐Ÿค— Explore My Hugging Face Profile

Models, Datasets, and AI Spaces

๐Ÿš€ AI Spaces & Apps

๐Ÿง  Agentic AI Projects

Agentic AI Chatbot for Agriculture

AI-powered agent using RAG to assist farmers with context-aware agronomic advice. Fine-tuned LLaMA with QLoRA for domain-specific accuracy. Multi-agent orchestration with CrewAI & Nvidia NeMo.

RAG QLoRA CrewAI Nvidia NeMo Python

๐Ÿง  Fine-tuned Models

๐Ÿ“Š Datasets

๐ŸŒ 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.

Machine Learning R Shiny Chemometrics
๐Ÿš€ Live Demo

๐ŸŽ“ 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.

Machine Learning Soil Spectroscopy Random Forest SVR

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.

Google Earth Engine Sentinel-1 SAR Remote Sensing Climate Data

Bachelor Thesis: Drone vs. Satellite vs. LiDAR

Comparative analysis from Timoulit region (Morocco). Processed with Agisoft Metashape, Pix4D, and ArcGIS.

Remote Sensing Drones LiDAR