Tech Stack
CloudDockerERPKubernetesPython
About the role
- Ensure PeopleCert’s AI models run reliably, securely, and at scale in production.
- Design, implement, and manage CI/CD pipelines for AI/ML models.
- Automate deployment workflows for training, testing, and serving models in enterprise environments.
- Set up monitoring and observability frameworks to detect model drift, bias, and performance degradation.
- Collaborate with Machine Learning Engineers to transition models from prototype to production.
- Optimize infrastructure for scalability, performance, and cost efficiency.
- Ensure compliance with enterprise security, data protection, and regulatory requirements.
- Document workflows and establish best practices for AI operations.
- Turn prototypes into trusted enterprise services and maintain model health once live.
- May work on Home Office Secure English Language Tests (SELTs) requiring background checks and language proficiency.
Requirements
- Academic background in Computer Science, Engineering, or related field; Master's degree or higher considered a plus.
- 3+ years proven experience with MLOps frameworks (MLflow, Kubeflow, or equivalent).
- Strong skills in containerization and orchestration (Docker, Kubernetes).
- Solid background in CI/CD, DevOps, or platform engineering applied to ML systems.
- Familiarity with monitoring tools and model lifecycle management.
- Strong scripting and automation skills (Python, Bash, or equivalent).
- Ability to collaborate across engineering, data, and product teams.
- Excellent knowledge of English (C2 level certification desired; LanguageCert C2 LTE or C2 IESOL a plus); extra languages desired.
- Nice-to-have: Experience with feature stores and data versioning tools.
- Nice-to-have: Familiarity with large-scale enterprise application environments (ERP, CRM, digital platforms).
- Nice-to-have: Knowledge of responsible AI practices (audit logging, explainability frameworks).
- Nice-to-have: Exposure to multi-cloud or hybrid cloud environments.
- If working on SELT service: background checks required (DBS, Right to Work in UK, BPSS/CTC, financial and employment reference checks) and appropriate English language skills.