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Nourdine SAÏD

@nourdinesad

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Full-stack financial developer specializing in backend, MLOps, and production ML deployment.

Spain

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What I'm looking for

I seek roles where I can lead production ML deployments, improve MLOps pipelines and deliver measurable business impact in collaborative, engineering-driven teams.

I am a results-oriented full-stack financial developer and data scientist with deep experience in ML engineering, MLOps and backend development using Python and GitLab. I have led end-to-end AI solutions — from feature engineering and model development (CNN, XGBoost, Random Forest) to production deployment on Kubernetes and cloud platforms (GCP/Azure).

I focus on building reliable, scalable systems: designing CI/CD pipelines with GitLab, implementing data drift detection with Kafka, and delivering measurable business impact such as a 90% recall fraud model and 99.9% application uptime. I combine strong engineering discipline with domain knowledge in finance to drive data-driven decisions and operationalize ML at scale.

Experience

Work history, roles, and key accomplishments

Freelance ML Engineer

Telus/Capgemini

Dec 2023 - Jun 2025 (1 year 6 months)

Developed and deployed production ML solutions and MLOps pipelines for fraud detection and e-commerce analytics, achieving scalable Kubernetes deployments and real-time data drift monitoring.

Python CNN XGBoost Kubernetes Kafka Airflow Spark

Data Analyst & Data Engineer

Carif-Oref National Network

Jan 2021 - Jun 2021 (5 months)

Established data analysis processes and a data management protocol that increased data accessibility 50% and resolved critical website issues to improve UX and data availability.

Open Data Soft HTML5 CSS3 Data Engineering ETL Reporting Data Governance SQL

Education

Degrees, certifications, and relevant coursework

Central Mediterranean

Master of Science, Data Science

2022 - 2023

Intensive Master of Science program in Data Science with practical training in computer science, machine learning engineering, and MLOps using Python and Java Spring Boot.