MLOps Engineer – Portfolio Optimisation and Customer Analytics Platform (Banking)
At Madiff, we connect top IT talent with cutting-edge companies through remote Agile teams and nearshore outsourcing. With operations in Poland, Portugal, France, and the UK, we specialize in AI, DevOps, and Cybersecurity - supporting industries like Telecom, Banking, and Hi-Tech.
Are you an MLOps Engineer who enjoys bringing analytical models into stable, production-ready environments? Do you thrive in structured, governed ecosystems where scalability, reproducibility, and operational excellence are essential?
We are looking for an MLOps Engineer to support an enterprise analytics and optimisation platform within an international banking environment. The platform underpins pricing, capital allocation, and customer lifetime value decisions across multiple markets and product lines. It operates at scale with regular model retraining cycles and governed analytics processes. Analytical outputs feed both traditional reporting layers and LangChain and LangGraph based GenAI workflows that generate automated insights and scenario analysis. This role focuses on operationalising analytical models and ensuring stable, repeatable production workflows.
Key responsibilities
Design and operate training and deployment pipelines for analytical and optimisation models
Automate model retraining, validation, and promotion processes
Ensure reproducibility and consistency across development, testing, and production environments
Support scalable analytical workloads across cloud platforms
Enable structured exposure of model outputs to LangChain and LangGraph workflows
Monitor performance, stability, and reliability of ML pipelines
Collaborate closely with data scientists and analytics teams to streamline experimentation to production
What we are looking for
Strong experience in MLOps or ML platform engineering
Solid Python skills for automation and tooling
Hands on experience with Docker and Kubernetes
Practical experience with MLflow or similar model lifecycle management tools
Experience with workflow orchestration tools such as Airflow
Hands on experience with CI/CD pipelines
Experience working with cloud data platforms
Strong understanding of reproducibility and environment management
Fluent English for professional collaboration
What we offer
Solid, competitive salary
Work in a multinational environment on international projects
Comprehensive healthcare
Long-term B2B contract with a stable project pipeline
Remote work model

Madiff Sp. z o.o.
At Madiff, we connect top IT talent with cutting-edge companies through remote Agile teams and nearshore outsourcing. With operations in Poland, Portugal, France and the UK, we specialize in AI, DevOps, and Cybersecurity...
MLOps Engineer – Portfolio Optimisation and Customer Analytics Platform (Banking)
MLOps Engineer – Portfolio Optimisation and Customer Analytics Platform (Banking)