Intelligent API Rate Limiting with Machine Learning

Develop a sophisticated rate limiting middleware for Express.js that uses machine learning to dynamically adjust request thresholds. Create an adaptive system that can detect potential DDoS attempts, distinguish between legitimate high-traffic scenarios and malicious requests, and automatically scale rate limits based on historical usage patterns. Integrate with a time-series database for tracking and machine learning model training.