Machine Learning Ops Engineer

We are looking for an Advanced Data Scientist / established Machine Learning Engineer to help operationalise machine learning across Affinity Water on a 24-month FTC. You will work closely with data scientists, engineers, architects, and stakeholders to deploy, monitor, and maintain ML models in robust, scalable, and secure production environments—turning advanced analytics into sustained business value.

What You’ll Do

• Build, maintain, and optimise automated ML deployment pipelines with CI/CD, containerisation, and orchestration.


• Monitor model performance, data drift, and system health to ensure reliability and availability.


• Support ML platforms and infrastructure on-premise or in the cloud (AWS, SageMaker), ensuring scalability and security.


• Collaborate with data scientists to productionise models and embed ML Ops best practices across the organisation.


• Ensure governance, compliance, document...