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Collins McNicholas Recruitment & HR Services Group

Machine Learning Engineer

Collins McNicholas Recruitment & HR Services Group
Ireland · Full-time · Mid-Senior

Machine Learning Engineer | Hybrid – Dublin


We’re looking for a Machine Learning Engineer to help power AI within Healthcare Information Systems. This role is ideal for someone who enjoys building production-ready ML systems — not just models, but the infrastructure that makes them reliable, scalable, and secure in the real world.

If you’re passionate about MLOps, cloud infrastructure, and production stability, this could be a great fit.


Responsibilities:

MLOps & Deployment

  • Build and maintain CI/CD pipelines for ML (testing, deployment, version control)
  • Deploy models as scalable APIs and microservices
  • Monitor model performance, data drift, and system health in production

Data Engineering & Integration

  • Develop and optimise ETL pipelines for healthcare data (FHIR, HL7)
  • Support feature stores and data layers to ensure training/production consistency
  • Integrate ML outputs into core healthcare applications alongside backend teams

Engineering Excellence

  • Write clean, maintainable Python code
  • Use Docker & Kubernetes to orchestrate ML workloads
  • Ensure systems meet strict security and compliance standards (HIPAA/HITRUST)


Requirements:

  • 3–5 years’ experience in software or data engineering
  • At least 2 years working with ML in production environments
  • Strong Python skills (SQL required; Go or Java a bonus)
  • Experience with AWS, Azure, or GCP
  • Hands-on experience with Docker
  • Familiarity with ML frameworks (PyTorch or Scikit-learn)
  • Experience with MLOps tools (Airflow, Prefect, Kubeflow, etc.)
  • Experience with data tools such as Pandas, Spark, or dbt


Desired:

  • Experience deploying Large Language Models (LLMs)
  • Background in a regulated industry (Healthcare, Finance, etc.)
  • Knowledge of APIs and microservices architecture


For more information or to apply, please contact: Aoife Regan

Email: [email protected]

Phone: (090) 6450 760)

Key Skills

Ranked by relevance

python microservices kubernetes kubeflow pytorch docker pandas cloud spark mlops java cicd sql aws etl ai
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Posted
Mar 04, 2026
Type
Full-time
Level
Mid-Senior
Location
Dublin

Industries

Construction

Categories

Accounting/Auditing Finance

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