Model Validation Specialist, Risk Management Department
Company
Ameriabank CJSC
Category
Job Address
Application Deadline
Engineering & Construction
Yerevan, Armenia
28/10/2024
Responsibilities
- Preparation and ensuring of data quality control measures for training and validation of machine learning models in different business processes of the bank
- Development of methods and principles for validation and testing of machine learning models in the bank
- Development of automated systems for machine learning micro services’ validation
- Development and ensuring of model risk management process (MRM)
- Machine learning model quality monitoring systems’ development
- Models’ business analytics and validation methodology improvement
- Development of technical requirements for model validation components
- Model validation and quality control reporting for product teams and developers (explainability & interpretability)
- Recommendations for improvements of machine learning models’ lifecycle system
Required Qualifications
- University degree in statistics, math modeling, mathematics, risk management or engineering
- Strong knowledge of statistics and probability, knowledge of financial analysis and machine learning models
- Understanding of interpretability analysis for statistical models (regression analysis, decision trees, gradient boosting etc.) and deep learning models
- Experience with SHAP and ELI5 frameworks is a plus
- Understanding the data drift, model drift and concept drift problems and how to deal with them
- Experience with Python development, including also poetry, Git, code review tools, pip and Docker
- Analytical and creative thinking
- Communication and team-player skills; cooperation and consultation skills
- Excellent command of Armenian, Russian and English
Application Procedures