Context
Within an Artificial Intelligence team, I contributed to the productionisation and development of a company rating model for credit risk assessment.
- Company data used for rating
- Data needed to run the model
Problem and challenge
The model needed to be adapted to the technical environment and exposed for use by other components.
Objectives
- Adapt the model to technical constraints.
- Maintain its processing and prepare the data.
- Expose the model through a web service.
Contribution
I contributed to model adaptation and maintenance, data preparation and analysis, and the development of its web service.
- Adapting the model and maintaining its associated processing.
- Preparing and analysing data with Python, Pandas and NumPy.
- Developing a web service to expose the model.
Outcome
A model adapted to the technical environment, maintained processing and a web service exposing the model.
Technologies
- Python
- Pandas
- NumPy
- Scikit-learn
- Matplotlib
- ONNX
A similar challenge?
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