Senior ML Engineer — Production-Grade AI & MLOps

Norconsult Telematics Limited; Riyadh; On-site; SAR 240,000 - 420,000; Full time

Job summary

Norconsult Telematics Limited is seeking an experienced ML Engineer to support data science initiatives in Riyadh, focusing on developing and deploying reliable AI models and MLOps pipelines.

You will design and evaluate models for prediction, prepare data, and maintain reproducible training and deployment processes across environments, ensuring auditable workflows and clear communication with stakeholders.

Qualifications

• Bachelor's or Master's degree in Computer Science, Engineering or a related quantitative discipline.
• Minimum 4 years of hands-on machine learning engineering experience, including deploying models to production.
• Strong Python programming skills and proficiency in PyTorch or TensorFlow, and scikit-learn.
• Demonstrated experience fine-tuning and evaluating computer vision models using custom datasets.
• Experience in predictive modelling using tabular and time-series data, with appropriate validation methods.
• Practical experience with experiment tracking, model registries such as MLflow, and data and model versioning.
• Experience with Docker and continuous integration and delivery (CI/CD) pipelines for machine learning.
• Experience working with Linux and cloud or GPU-based training environments.
• Strong written and spoken English, with effective technical documentation and stakeholder communication skills.
• Experience optimising models for edge or on-device inference, including quantisation and ONNX export.
• Experience with model-serving frameworks or Kubernetes-based deployment.
• Experience delivering AI solutions in enterprise or regulated environments.
• Familiarity with generative AI and retrieval-based systems.

Responsibilities

• Design, develop and evaluate machine learning and deep learning models for prediction and forecasting.
• Prepare datasets, fine-tune computer vision models and conduct structured evaluations for domain-specific applications.
• Develop and maintain reproducible training and deployment pipelines across development, testing and production environments.
• Maintain experiment tracking, model versioning and dataset lineage to support reproducibility and auditability.
• Deploy models as reliable production services and monitor model performance and data drift.
• Retrain or roll back models based on performance evidence and operational requirements.
• Document model design, assumptions, evaluation results and limitations for governance and technical review.
• Collaborate with engineers, project leads and business stakeholders to deliver solutions and communicate results clearly to technical and non-technical audiences.

Skills

Python

PyTorch

TensorFlow

scikit-learn

Experiment tracking

CI/CD

Docker

Kubernetes

ONNX

Edge AI

Data versioning

Linux

MLflow

Cloud training

Education

Bachelor's or Master's degree in Computer Science, Engineering or a related quantitative discipline

Tools

MLflow

Docker

Kubernetes

Git

Job description

Norconsult Telematics Limited is seeking an experienced ML Engineer to support data science initiatives in Riyadh, focusing on developing and deploying reliable AI models and MLOps pipelines.

You will design and evaluate models for prediction, prepare data, and maintain reproducible training and deployment processes across environments, ensuring auditable workflows and clear communication with stakeholders.