Interactive Machine Learning Course Curriculum Generator

Design a Python-based curriculum generation system for a machine learning training program that dynamically adapts content based on student skill levels. Create a modular framework using pandas for tracking student progress, numpy for skill assessment algorithms, and generate personalized learning paths that map technical competencies across beginner, intermediate, and advanced levels. Include mechanisms for real-time skill gap analysis and automated content recommendation using machine learning classification techniques.