Machine Learning Engineer
Must-have:GitDockerKubernetesCloudCI/CDAISecuritySenior
Your tasks
We're looking for a Senior MLOps Engineer to build and run the infrastructure that takes machine learning models from research into production. You'll work alongside AI developers, software engineers and technical leadership to turn R&D into reliable, deployable products in the cloud and on edge hardware. The work is for a long-term programme in the defence and security sector.
This is a hands-on role, and you'll have real influence over the architecture of the ML platform.
- Design and maintain ML training pipelines, including distributed training at scale
- Build experiment tracking, model registry and data versioning capability
- Optimise models for production and edge deployment
- Containerise ML workloads, including multi-architecture builds for cloud and edge targets
- Implement CI/CD for ML systems
- Build monitoring and observability for models in production
- Orchestrate ML workflows and event-driven pipelines
Requirements
- Strong commercial MLOps or ML engineering experience, taking models from R&D into production
- Distributed training frameworks (e.g. Ray, DeepSpeed, PyTorch Lightning)
- Experiment tracking and model registries (e.g. MLflow or similar)
- Model optimisation (e.g. ONNX, TensorRT, quantisation)
- Docker and containerised deployment
- CI/CD tooling (e.g. GitHub Actions, GitLab CI or similar)
- Monitoring and observability (e.g. Prometheus, Grafana)
- Active SC clearance
Nice to have
- Edge AI deployment, ideally NVIDIA Jetson and DeepStream
- Computer vision or video pipelines (e.g. GStreamer)
- Kubernetes, Kubeflow, Metaflow or similar orchestration tools
- Kafka or other event-driven architectures
- Data versioning tools (e.g. DVC, DeepLake)
- Experience with imagery, geospatial or sensor data
- Previous defence, government or security-sector programmes
- MSc or PhD in Computer Science, ML or a related field, or equivalent commercial experience
Other
Machine Learning / ML Ops Engineer Outside IR35: £500 - 625 p/d Active SC Clearance Required 4 days a week into East London 6 months initial contract, long term programme