Probabilistic Credit Scoring Evolution Model

Develop an advanced probabilistic credit scoring system that goes beyond traditional linear models, incorporating Bayesian inference and adaptive machine learning techniques. Create a framework that can dynamically update credit risk assessments based on evolving individual and macroeconomic factors. Implement a comprehensive model validation approach that includes robust uncertainty quantification and interpretability methods.