Production ML Engineer: Real-Time, Scalable AI

Global Media Group Services; Camden Town; On-site; GBP 90,000 - 130,000; Full time

Job summary

Global Media Group Services is seeking a Machine Learning Engineer in London to bridge data science and production. You will convert models into robust production systems, build scalable serving infra, and maintain feature pipelines across audience targeting, advertising measurement, and content intelligence.

You will collaborate with Data Science, MLOps, Data Engineering and Product, ensuring models are deployed in a reliable, maintainable form with ongoing monitoring and improvements.

Qualifications

• Production ML projects deployed in a commercial environment.
• Strong Python code written to production standards with CI/CD awareness.
• Experience with ML frameworks (e.g., PyTorch) and model monitoring.

Responsibilities

• Productionisation and lifecycle management of models (70%).
• Build serving infra for batch and real-time use cases; maintain feature pipelines.
• Monitor, drift-detection and retraining to keep models healthy.
• Collaborate with Data Science, MLOps, Data Engineering and Product to deploy maintainable models.

Skills

Production ML experience

Python

PyTorch

Model evaluation & monitoring

Orchestration

Real-time ML

Cloud & data tooling

Tools

PyTorch

Airflow

Docker

MLflow

AWS SageMaker

Kubernetes

Snowflake

Job description

Global Media Group Services is seeking a Machine Learning Engineer in London to bridge data science and production. You will convert models into robust production systems, build scalable serving infra, and maintain feature pipelines across audience targeting, advertising measurement, and content intelligence.

You will collaborate with Data Science, MLOps, Data Engineering and Product, ensuring models are deployed in a reliable, maintainable form with ongoing monitoring and improvements.