AI & Computer VisionExperimental
PathOS / Prostate Lesion Detection
Research pipeline for prostate whole-slide images using OpenSlide preprocessing, HistoEncoder/Virchow2 embeddings, artifact gating, ABMIL/TransMIL, QWK evaluation, and attention heatmaps.
Strong AI/research signal: gigapixel WSI handling, pathology foundation-model embeddings, artifact-aware MIL, ablation-style evaluation, and explainability outputs without claiming clinical readiness.
Python 3.12PyTorchCUDAOpenSlideOpenCVHistoEncoder+9
2025-2026Research and ML engineering work on a prostate WSI pipeline. The repository is private; the portfolio shows architecture, experiment artifacts, and model-evaluation evidence. This is not a clinical product.
AI & Computer VisionPrototype
Smart Aquaculture AI / Firmatech
Prototype smart aquaculture platform with fish counting, disease checks, biomass estimates, pond monitoring, alerts, reports, mobile flows, and an admin dashboard.
Shows applied AI beyond a notebook: model endpoints, tracking logic, generated reports, simulated sensor data, notifications, and operator interfaces.
FastAPIPythonYOLOv8OpenCVRoboflowCentroid Tracking+12
2024-2025AI/Research/Testing contributor in the Junction Algiers hackathon team. I worked on AI modules, data analytics, testing, and system evidence from earlier smart-fish-farming research.
AI & Computer VisionPrototype
Drawzy AI / MobAI Hackathon
Hackathon drawing-game prototype where the mobile app sends sketches to a FastAPI backend for object prediction and round scoring.
Archive AI project covering canvas export, preprocessing, CNN sketch classification, RL-style scoring, mobile screens, and team-owned product surfaces.
FastAPIPythonTensorFlowKerasStable-Baselines3Gymnasium+7
2025AI contributor for the MobAI hackathon at ENSIA, focused on sketch recognition and reinforcement-learning scoring while the team built the mobile and landing surfaces.
AI & Computer VisionExperimental
Pneumonia Detection Lab
Educational chest X-ray lab comparing handcrafted-feature logistic regression and CNN models for Normal vs Pneumonia prediction.
Archive medical-imaging lab with preprocessing, handcrafted descriptors, notebook training, saved models, metric plots, and a desktop inference UI.
PythonJupyter NotebookTensorFlow/Kerasscikit-learnOpenCVscikit-image+7
2024-2025Academic team contributor with Chawki Belhadid, presenting the public repository as educational medical-imaging work rather than a diagnostic product.
AI & Computer VisionExperimental
Automated Coin Counting
Academic CV experiment that segments coin images, validates circular regions, groups coin sizes, and compares detected counts with labels.
Archive lab showing preprocessing, thresholding, filtering, connected components, CSV-backed evaluation, and a small desktop workflow.
PythonTkinterPillowNumPySciPyPandas+4
2024-2025Academic computer vision lab with Chawki Belhadid, focused on classical image processing, count validation, and a Tkinter desktop interface.
AI & Computer VisionPrototype
Image to Text OCR Application
Learning OCR app that converts image text into editable text in the browser and stores the image plus extracted text in MongoDB.
Archive project showing browser OCR, upload handling, review flow, and persistence.
React.jsTailwind CSSTesseract.jsHTML5Node.jsExpress.js+3
2024Learning project. I built the React frontend, browser OCR flow, Express upload API, and MongoDB persistence.
AI & Computer VisionPrototype
PropreModelia: Land Price Predictor
Learning ML prototype that predicts Algerian land prices from superficie and secteur using linear regression, FastAPI, and Next.js.
Archive project showing data preparation, model training, REST inference, and a deployed prediction UI.
Next.jsTypeScriptMaterial-UITailwind CSSFastAPIPython+2
2024Learning project. I trained simple regression models, built the FastAPI inference backend, and implemented the Next.js frontend.