The Knowledge-Aware Conversational Recommendation System utilizes conversational data from smart devices to predict movie preferences. It analyzes user sentiment and employs collaborative filtering with critics' reviews to enhance accuracy and address the "cold start" problem, improving recommendations through neural collaborative filtering.