Machine Learning Engineer

Reperio Human Capital; Ireland; On-site; EUR 60,000 - 90,000; Full time

Benefits offered by this job

Private healthcare

Pension contribution

Bonus scheme

Collaborative work environment

Job summary

A leading tech company in Limerick is seeking an experienced Machine Learning Engineer to join their high-growth team. You'll play a key role in developing scalable ML systems and deploying ML models in production environments, collaborating with versatile teams to ensure effective integration and performance enhancement. Ideal candidates should have solid Python expertise, experience with machine learning frameworks, and a knack for working in cloud environments.

Qualifications

• 4+ years of experience in Python development, focusing on OOP and architecture.
• Proven expertise in deploying ML models to production environments.
• Strong foundational knowledge of algorithms and model evaluation metrics.

Responsibilities

• Build and deploy production-grade machine learning models.
• Develop reusable ML pipelines using Python and relevant libraries.
• Collaborate with teams to integrate ML solutions into products.

Skills

Python development

Machine Learning frameworks

Cloud environments

OOP principles

CI/CD for ML workflows

Containerization

Tools

Docker

TensorFlow

PyTorch

scikit-learn

AWS

GCP

Azure

Job description

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 TensorFlow
• Collaborate with cross-functional teams to integrate ML solutions into real applications
• Conduct model performance analysis and iterate based on business feedback
• Automate model training, validation, and deployment using tools like MLflow, Airflow, or Kubernetes
• Contribute 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 environments
• Strong understanding of algorithms, data structures, and model evaluation metrics
• Experience with frameworks such as scikit-learn, PyTorch, TensorFlow
• Comfortable working in cloud environments (AWS, GCP or Azure)
• Familiarity with containerization (Docker) and CI/CD for ML workflows
• Exposure to time series forecasting or recommendation systems
• Experience working in regulated environments (e.g., medtech, finance) is a plus
• Familiarity with RESTful APIs or microservices for model serving
• Hybrid working model (2-3 days onsite in Limerick)
• Private healthcare, pension contribution, and bonus scheme
• Collaborative, engineering-first environment

Reperio Human Capital acts as an Employment Agency and an Employment Business.

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