Introduction / Pingfan Hu, Qingsheng Wang -- Machine Learning Fundamentals / Yan Yan -- Flammability Characteristics Prediction Using QSPR Modeling / Yong Pan, Juncheng Jiang -- Consequence Prediction Using Quantitative Property-Consequence Relationship Models / Zeren Jiao, Qingsheng Wang -- Machine Learning in Process Safety and Asset Integrity Management / Ming Yang, Hao Sun, Rustam Abubarkirov -- Machine Learning for Process Fault Detection and Diagnosis / Rajeevan Arunthavanathan, Salim Ahmed, Faisal Khan, Syed Imtiaz -- Intelligent Method for Chemical Emission Source Identification / Denglong Ma -- Machine Learning and Deep Learning Applications in Medical Image Analysis / Pingfan Hu, Changjie Cai, Yu Feng, Qingsheng Wang -- Predictive Nanotoxicology / Bilal M Khan, Yoram Cohen -- Machine Learning in Environmental Exposure Assessment / Gregory L Watson -- Air Quality Prediction Using Machine Learning / Lan Gao, Changjie Cai, Xiao-Ming Hu -- Current Challenges and Perspectives / Changjie Cai, Qingsheng Wang.