(機械學習於工業的應用) 機械學習與數據分析於化工的應用 (Machine Learning and Data Analysis in Chemical Engineering Applications)
More and more intelligent services are being introduced for industrial applications, bringing in a new era of information society. Machine Learning (or Deep Learning) is the technology leading this wave of intelligence. This course is designed to provide a thorough grounding in the fundamental methodologies, technologies, mathematics and algorithms of machine learning. The topics of the course draw from classical statistics, from machine learning, from data mining, from Bayesian statistics, and from statistical algorithmic. To avoid giving too many theoretical concepts behind machine learning, a step-by-step approach can help students understanding the basic concepts. we emphasize more on practical code examples and work through example applications.