Machine Learning Feature Engineering Pipeline

Construct a scalable JavaScript feature engineering pipeline using TensorFlow.js that can automatically preprocess and transform raw datasets for machine learning models. Develop modular transformers that handle missing data, perform one-hot encoding, and create interaction features with built-in validation checks. Include a comprehensive logging mechanism that tracks feature importance, transformation statistics, and potential data drift indicators.