ML Engineer
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Role details
Tech stack
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Job description
Machine Learning Engineers promote best practices in industrial code development across the ML & AI community. They develop production-ready ML pipelines and integrate existing ML solutions into industrial environments. They contribute to AI service development, deployment, monitoring, data quality checks, data flow design, model design, and production integration. They also facilitate communication between AI & Analytics teams and IT Production to ensure properly deployed and monitored ML models.
Function Description
Work with Data Scientists to define and develop target solutions while considering production constraints.
Select appropriate infrastructure and serving models based on business requirements and processing needs.
Automate ML pipeline components for production deployment.
Build Docker or VM images and prepare unit, regression, and integration tests.
Support Data Scientists in using industrial AI service and CI/CD solutions.
Support IT Production with environment parameterization.
Ensure models run without errors, are retrained when required, and are monitored from both IT and business perspectives.
Requirements
At least 4 years of relevant experience
Technical Experience (Mandatory)
Containerization and virtualization
AI platforms and IDEs
CI/CD (GitLab CI)
Code, model and data versioning
Advanced Python
Package and dependency management
PostgreSQL
Technical Experience (Preferred)
Integration technologies including distributed and mainframe environments
Model compression techniques
ELT/ETL tools
Big Data tools such as Spark
Data flow processing
Data visualization tools
Business Experience (Mandatory)
Knowledge of Agile methodology
Soft Skills
Strong written and verbal communication
Results driven
Attention to detail
Creativity and problem solving
Continuous learning mindset
Efficiency and effectiveness awareness
Out-of-the-box thinking
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