Ghizlane elassri

At Marsa Maroc’s Information Systems Department at the Port of Casablanca, I developed an intelligent computer vision system to automate maritime container inspection at the gate. It used YOLOv11s for object detection and PaddleOCR for text recognition, with validation against the ISO 6346 standard.

I integrated a real-time RTSP camera stream into a Streamlit interface and FastAPI REST API. The system’s MLOps-oriented architecture included experiment tracking with MLflow, versioning with DVC, and ONNX model export.

For an academic project, I developed an image-compression pipeline with a multi-agent architecture orchestrated using n8n. It integrated Google Gemini to select compression formats and HuggingFace ViT for image classification.

I’m completing an engineering cycle in Artificial Intelligence & Big Data at ISGA Casablanca, after earning a Bachelor’s degree in Computer Science, Networks and Multimedia from FST Mohammedia. My other projects include a Python image-processing application and a Java clinic-management application.