
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.
The homepage stays curated. This archive includes the broader body of public, client-preview, internal, prototype, and lab projects with honest status labels.
Applied ML, computer vision, prediction, and data-heavy model/pipeline work.

Research pipeline for prostate whole-slide images using OpenSlide preprocessing, HistoEncoder/Virchow2 embeddings, artifact gating, ABMIL/TransMIL, QWK evaluation, and attention heatmaps.

Prototype smart aquaculture platform with fish counting, disease checks, biomass estimates, pond monitoring, alerts, reports, mobile flows, and an admin dashboard.

Hackathon drawing-game prototype where the mobile app sends sketches to a FastAPI backend for object prediction and round scoring.

Educational chest X-ray lab comparing handcrafted-feature logistic regression and CNN models for Normal vs Pneumonia prediction.

Academic CV experiment that segments coin images, validates circular regions, groups coin sizes, and compares detected counts with labels.

Learning OCR app that converts image text into editable text in the browser and stores the image plus extracted text in MongoDB.

Learning ML prototype that predicts Algerian land prices from superficie and secteur using linear regression, FastAPI, and Next.js.
Language model, agent workflow, automation, retrieval, and orchestration projects.
Multi-agent business-intelligence assistant for Djezzy's commercial department: natural-language questions over 13 months of daily commercial data, answered with narrative text and live charts through a durable, asynchronous agent pipeline.

Second-place Tattwir prototype for AI-assisted business planning: sales forecasts, production planning, inventory alerts, external context, and action recommendations.

Learning lab with runnable examples for Agno agents, Gemini tools, Pydantic output, LanceDB RAG, and SQLite session memory.
Full-stack product systems focused on architecture, workflows, data models, and maintainable delivery.

Built role-based modules for a TPE operations platform managing bank requests, tickets, inventory, attachments, Excel workflows, and notifications using Next.js, NestJS, Prisma, PostgreSQL, JWT, CASL, and SSE.
Academic event-platform prototype with Angular, Spring Boot microservices, Eureka discovery, gateway JWT protection, PostgreSQL-per-service, Redis, media uploads, and notifications.
Professional and freelance client work across frontend, full-stack, CMS, marketplace, and commercial platforms.

Trilingual, RTL-first commerce and CMS platform for an Algerian marketing agency: a public site, an admin backoffice, and a versioned form-schema engine, live on the client's own infrastructure.

Bilingual client preview for an Algerian packaging company, covering products, markets, services, policies, portfolio, contact, SEO, and Vercel deployment.

Private White Bay marketplace contribution with a French storefront, customer accounts, order/payment flows, and a Laravel/Inertia backoffice.

Live client delivery for India Mahdavi across a design-led website/eshop and a private backoffice for catalog, contact, and business workflows.
Lower-level engineering, CLIs, compilers, infrastructure, and tooling beyond application screens.
Compiler-learning project that tokenizes a small Rust subset, builds an AST, and generates Brainfuck from variables, arithmetic, control flow, and print statements.
Team, club, agency, teaching, and community work covering coordination, ownership, mentoring, and public delivery.

Public Nightbyte website for a digital agency focused on web/mobile development, design, AI, content creation, training, and collaboration.

Public innovation event from my NCS presidency, combining a company showcase with an ideathon around real business challenges.