Advanced Data Analytics in Industrial Engineering

Catalog description

Description: The course focuses on advanced data analytics methods tailored for engineering applications. Foundational topics include probability and statistics and generalized linear regression. The course covers neural networks, deep learning, and reinforcement learning along with the interpretability of models and considerations for data-driven decision-making. The methods will be taught while solving real-world problems (such as demand forecasting, failure prediction, defect detection, healthcare analytics, etc.).