Machine Learning Credit Scoring API

Develop a production-ready Python API using scikit-learn and Flask that generates dynamic credit scoring models using machine learning. Create an endpoint that can accept financial attributes, train predictive models in real-time, and provide probabilistic credit risk assessments. Implement secure model versioning, support for multiple machine learning algorithms, and a comprehensive audit trail for all scoring decisions. Include advanced feature engineering capabilities and support for both batch and streaming prediction modes.