Machine Learning Feature Store for Predictive Trading

Develop a specialized feature store database architecture using TypeORM that supports machine learning model training for predictive trading algorithms. Create a flexible schema that can dynamically store multiple feature types, implement efficient feature versioning, develop a real-time feature generation pipeline, and design a memory-efficient storage mechanism that supports instant feature retrieval for model training and inference.