OLED Materials Discovery with ML : how to deal with clean and dirty data simultaneously

Kyulux has been developing emissive small molecules for OLED devices for the past few years. In Particular, we have been trying to build a comprehensive web-based platform that can cover a wide range of key elements for material informatics, including experimental/computational data collection, automated data pre-processing, machine learning using those data, and data visualization. A few practical challenges we have faced will be discussed.