An in-depth exploration of transportation data analytics, focusing on advanced statistical techniques, artificial intelligence (AI), and machine learning (ML) methods. Divided into two parts, the course combines theoretical foundations with real-world case studies to equip students with the skills to analyze and derive insights from complex transportation datasets.