Advanced Course Recommendation Engine Algorithm

Create a collaborative filtering recommendation system for academic course selection using machine learning techniques. Develop an algorithmic approach that combines student academic history, performance metrics, career goals, and skills assessment to generate personalized course recommendations. Implement the solution using Python with cross-validation techniques and generate explainable AI outputs showing recommendation confidence levels.