Data Engineering I – Time Series & Topological Data Analysis

Catalog description

Introduction to theories and concepts of data analytic and machine learning on time series and topological data. Data models and analysis systems include forecasting, predictive models, process change point detections, classification, clustering, stage-dependent decisions applying to high-dimensional time series data and topological data. Applications include data integration and data-to-decisions in real-world systems, such as supply chain, logistics, financial engineering, and advanced manufacturing processes.