Adaptive Learning Path Algorithm

Create a sophisticated TypeScript algorithm that dynamically generates personalized learning paths for students using machine learning interfaces and type-safe data structures. Develop a complex type system that can represent student skills, learning progress, and curriculum dependencies as a directed graph. Implement recursive type definitions to handle nested learning objectives and create a recommendation engine that can suggest optimal learning sequences with type-safe probability calculations.