Open to opportunities

Adnen User

@adnenuser

Senior machine learning engineer and architect specializing in production-grade AI, MLOps, and scalable deep learning solutions.

United States

Message

What I'm looking for

I seek senior roles building production ML/AI systems with strong MLOps, cloud-native deployment, and responsible-AI practices, in collaborative, impact-driven teams.

I am a Senior Machine Learning Engineer and Architect with over a decade designing, building, and deploying large-scale AI systems across finance, healthcare, and logistics. I focus on production-grade ML solutions that improve model performance, reduce operational costs, and scale to millions of users.

My hands-on expertise includes deep learning, NLP, computer vision, LLM fine-tuning, MLOps, and cloud-native deployments using PyTorch, TensorFlow, AzureML, AWS SageMaker, Kubernetes, and CI/CD tooling. I have led cloud migrations, built automated retraining workflows, and created low-latency inference microservices to ensure reliability and scalability in production.

I am a collaborative leader who mentors engineers, drives responsible-algorithm governance and explainability (SHAP, LIME), and delivers measurable business impact through model optimization, dataset/version control, and observability practices.

Experience

Work history, roles, and key accomplishments

Current

Senior Machine Learning Architect

Current

Klarity Labs

Jan 2022 - Present (4 years 1 month)

Architected end-to-end ML pipelines on AzureML and Kubernetes, built a BERT-based recommendation system that improved engagement, and implemented automated retraining and FastAPI inference services to reduce deployment time and maintenance.

Kubernetes MLFlow BERT fastAPI PyTorch TensorFlow SHAP

Lead Machine Learning Engineer

Riskified

Jan 2020 - Jan 2022 (2 years)

Designed and deployed computer vision models using PyTorch/TensorFlow to improve risk and compliance workflows, integrated models into microservices for real-time inference, and built CI/CD pipelines and dataset versioning to increase reproducibility.

Computer Vision PyTorch TensorFlow Docker GitHub Actions DVC Microservices

Data Scientist / ML Developer

DataRobot

Jan 2017 - Jan 2019 (2 years)

Developed predictive models for anomaly detection and customer analytics, built ETL pipelines with SQL and Spark for large-scale processing, and deployed REST microservices to support real-time analytics dashboards.

Anomaly Detection SQL Spark Pandas REST APIs Python

Junior Data Analyst

Civis Analytics

Jan 2016 - Jan 2017 (1 year)

Assisted with ETL pipeline development, performed EDA and feature preparation for predictive modeling, and contributed dashboards that tracked key operational metrics for business teams.

ETL EDA SQL Pandas Data Visualization Reporting