Reperio has partnered with a company who are seeking an experienced Machine Learning Engineer to join their high-growth tech team based in Limerick. You'll play a key role in developing and deploying ML models within production environments, working closely with software engineers, data scientists, and product managers.This isn't just about writing notebooks - we're looking for someone who can design and implement scalable ML systems, not just scripts. Responsibilities: Build and deploy production-grade machine learning models (classification, regression, NLP, etc.)Develop reusable ML pipelines using Python and libraries like scikit-learn, PyTorch or TensorFlowCollaborate with cross-functional teams to integrate ML solutions into real applicationsConduct model performance analysis and iterate based on business feedbackAutomate model training, validation, and deployment using tools like MLflow, Airflow, or KubernetesContribute to code reviews, architecture discussions, and system design Requirements: 4+ years of Python development experience (not just scripting - solid OOP, architecture, testing)Proven experience deploying ML models into production environmentsStrong understanding of algorithms, data structures, and model evaluation metricsExperience with frameworks such as scikit-learn, PyTorch, TensorFlowComfortable working in cloud environments (AWS, GCP or Azure)Familiarity with containerization (Docker) and CI/CD for ML workflowsExposure to time series forecasting or recommendation systemsExperience working in regulated environments (e.g., medtech, finance) is a plusFamiliarity with RESTful APIs or microservices for model servingHybrid working model (2-3 days onsite in Limerick)Private healthcare, pension contribution, and bonus schemeCollaborative, engineering-first environmentReperio Human Capital acts as an Employment Agency and an Employment Business.Why not send us your CV to be kept up to date with the latest jobs or to have an initial discussion with one of our Consultants.Sign up to our newsletter to receive information about the latest jobs we have on offer.