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louayamor/README.md

Louay Amor

Engineering Student  ·  MLOps Engineer  ·  GenAI & LLMOps  ·  Mobile Developer

LinkedIn Gmail GitHub

Typing SVG

Current Focus

RetinaXAI — Multimodal AI Platform for Diabetic Retinopathy

Repo: github.com/louayamor/retinaxai  ·  61 commits  ·  41 open issues  ·  TypeScript 74% · Python 17%

RetinaXAI is a production-grade monorepo combining MLOps, LLMOps, and a clinical web interface for automated diabetic retinopathy detection and medical report generation from OCT retinal scans.

Services:

Service Responsibility
mlops-service Preprocessing, training (EfficientNet/XGBoost), MLflow tracking, DVC versioning, DagsHub integration
llmops-service RAG pipeline (LangChain + ChromaDB/FAISS), local LLM inference via Ollama, PDF report generation
backend-service FastAPI REST API, JWT auth, patient and admin management, service orchestration
frontend-service Next.js + TypeScript + Tailwind CSS, clinician and patient dashboards
infra Docker Compose, Kubernetes manifests, NGINX, GitHub Actions CI/CD, Prometheus + Grafana

Stack:

Python FastAPI Next.js TypeScript LangChain MLflow DVC Docker Kubernetes Ollama ChromaDB Tailwind PostgreSQL


Skills

ML / Training

PyTorch TensorFlow HuggingFace scikit-learn

Infra & DevOps

GitHub Actions AWS Linux Prometheus Grafana

Frontend & Mobile

Angular Flutter Node.js

Databases

MongoDB MySQL


Featured Projects

Project Description Stack
RetinaXAI Multimodal AI platform for diabetic retinopathy — MLOps + LLMOps + clinical UI EfficientNet · LangChain · RAG · FastAPI · Next.js · Docker · K8s
Reasona Lightweight GPT-style reasoning model with full MLOps training cycle PyTorch · MLflow · LoRA · QLoRA · FastAPI

GitHub Stats

 

Activity

Activity Graph


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