Contextual Learning Resource Recommendation System

Construct an advanced recommendation engine that suggests learning resources with deep contextual understanding, considering individual learning styles, prior knowledge, and specific learning objectives. Utilize sophisticated machine learning techniques like transfer learning and contextual multi-armed bandit algorithms to generate personalized, highly relevant resource suggestions across diverse educational domains.