Machine Learning Course Curriculum Complexity Analyzer

Develop an Excel model that quantitatively assesses the complexity and learning progression of machine learning course curricula. Create formulas that calculate topic interdependency, prerequisite complexity, and estimated learning difficulty using multi-dimensional scoring mechanisms. Generate visual learning path recommendations and difficulty heat maps that help educators and students understand course structures.