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SIGNAL//OS

Yassine El Amrani

AI & Computer Vision Engineer

Building supervised AI systems where every output is traceable back to evidence.

Fast, print-friendly scan: skills, experience, projects, contact.

Casablanca, Morocco · Remote friendlyOpen to AI engineering roles and computer-vision contract work
14
Models shipped
6
Production pipelines
27
Repos mapped
5
Certifications

Signals

Computer VisionNLP & OCRMLOpsData PipelinesArabic/French NLPEdge Inference
PyTorch91%
Computer Vision89%
Python93%
MLOps78%
NLP / OCR83%
SQL & Data Pipelines80%

Invoice Intelligence

User approved

Multilingual invoice extraction for Moroccan SMEs

Problem

Small Moroccan accounting teams manually re-typed invoices in French, Arabic and mixed-language formats, losing hours per week.

Approach

Built an OCR + layout-aware extraction pipeline with a human review queue: every low-confidence field is flagged for approval before it reaches the accounting export.

Outcome

Cut manual entry time by an estimated 70% in pilot testing with three small accounting teams.

Pipeline evidence

1Document ingestion & language detection
2Layout-aware OCR (FR/AR/EN)
3Field extraction model
4Confidence scoring
5Human review queue
6Approved export to accounting format
PythonPyTorchFastAPIPostgreSQLDocker

Projects

Line Inspector

Computer Vision

Industrial defect detection on production lines

A CV inspection prototype that flags surface defects in real time and routes uncertain cases to a human reviewer.

Demo content

Multilingual Doc Extractor

NLP / OCR

General-purpose document extraction engine

Generalizes the invoice pipeline's layout-aware extraction to contracts, ID documents and forms across three languages.

Verified

Model Supervision Dashboard

MLOps

Human-in-the-loop review tooling

An internal tool for reviewing, approving or rejecting model predictions before they reach production, with full audit history.

External source

Experience

Machine Learning Engineer

2024 — Present

Atlas Vision Labs (demo)

Owns the computer-vision inspection pipeline from data labeling to production monitoring.

Freelance Computer Vision Consultant

2022 — 2024

Independent (demo)

Delivered document-intelligence and inspection prototypes for small manufacturing and fintech teams.

Education

Engineering Degree, Artificial Intelligence & Data

National School of Applied Sciences (demo) · 2019 — 2022

Focused on applied machine learning, computer vision and distributed data systems.

Certificates

DeepLearning.AI TensorFlow Developer
Coursera Machine Learning Specialization
AWS Certified Machine Learning – Specialty (demo)
Hugging Face NLP Course

Open to AI engineering roles and computer-vision contract work

Contact for AI/CV roles