MLOps Engineer in PUMB (First Ukrainian International Bank)

14 серпня 2024

MLOps Engineer

Київ, за кордоном, віддалено

What We’re Looking For / Requirements:

• 3+ years of experience as a MLOps/ML Engineer
• Higher Education in a relevant field.
• Python programming experience of at least 3 years, incl. the Data Science/Machine Learning stack
• Experience with SQL/NoSQL for at least 3 years (including writing queries, procedures and query optimization)
• Experience in setting up CI/CD pipelines for ML (in GitLab, Jenkins, etc), including creating custom pipelines
• Experience in the operationalization of machine learning models
• Experience working with tools for containerization (e.g. Docker) and orchestration of machine learning models (AirfFlow, MLFLOW, KubeFlow)
• Practical experience in designing data models during the development and implementation of IT solutions
• Experience in developing ETL/ELT processes
• Experience in the development and deployment of machine learning models in the form of REST API, , Batch process, Online High Perfomance
• Deep knowledge of Linux and Windows operating systems (including architecture, principles, etc.)
• Configuration of load balancing, request proxying and application fault tolerance.

Would be a plus:

• Experience in banking or finance
• Knowledge of the Hadoop, Spark ecosystem

You tasks will be:

• Setting up and maintaining a working DEV environment for the collective work of the Data Science team and running machine learning models with the selected technology stack on the server
• Setting up the orchestration of tasks for the work of models in industrial operation.
• Participation in the integration of developed machine learning models into the Bank’s systems.
• Setting up CI/CD pipelines for machine learning models.
• Creation of web services for the use of machine learning models.
• Implementation of operationalization of machine learning models to solve relevant business tasks
• Support for advanced machine learning models
• Development and support of data models for Data Science projects.
• Loading, preparation and transformation of the necessary data for the implementation of Data Science models for solving relevant business tasks, creating relevant ETL tasks.
• Automation of data work processes for Data Science projects.

Why ПУМБ?

• Friendly team of experienced developers
• 100% remote work
• The ability to switch projects, try yourself in different roles
• Conferences and trainings
• Flexible schedule and the ability to work remotely
• Completely white salary
• Medical insurance class Luxe