Learning Management System Course Recommender

Develop a machine learning recommendation algorithm using scikit-learn that suggests personalized course paths for students based on their academic history, performance metrics, and learning style indicators. The system should implement collaborative filtering techniques, calculate learning compatibility scores, and generate dynamically weighted course recommendations. Include a mechanism for continuous model retraining and performance evaluation using cross-validation techniques.