Company: VOLNA (outstaff)
Data Scientist (Senior/middle+)
Term: long-term
Location: RF, remote
Employment: Individual Entrepreneur/LLC (Russian)
About the project: Bank
Requirements:
- Knowledge in RL and Graph Neural Networks
- Excellent knowledge in classical ML and DL
- Proven experience in implementing and integrating models into business processes
- Big plus: experience in building risk models
- Experience with the "gentleman's" set of a DL engineer: torch, pandas, numpy, networkX, PyG, matplotlib, classicML libs
- Experience with data storage and processing systems, we use hdfs/spark
Tasks:
- Develop, maintain, and implement models in bank processes with a focus on Change activities (development of new approaches not yet tested in the bank).
- Participate in communication with business clients: conduct client interviews, formulate technical and business requirements for the models being developed, present the results of model development, evaluate their financial impact.
- Optimize and refine internal frameworks to combat routine tasks.
- Develop experiment designs to evaluate model quality in business processes.
- Collaborate with the DE team to implement ETL processes for data preparation for models.
- Collaborate with the MLOps team to be responsible for model deployment into the execution system and further integration with client systems.
- Collaborate with the monitoring team to put developed models under regular monitoring.
- Search for and test hypotheses for improving models by using new data sources and architectures.
Contacts: @alarionova_volna
