Instrumental is building machine learning for manufacturing supply chains. Instrumental provides AI technology that provides hardware engineers with insightful, actionable data about their manufacturing processes so they can iterate rapidly and catch defects before they create big business problems. Instrumental captures high resolution images of every unit built at multiple stages along the assembly line and makes powerful machine learning-driven applications that alert your engineers… Show more Instrumental is building machine learning for manufacturing supply chains. Instrumental provides AI technology that provides hardware engineers with insightful, actionable data about their manufacturing processes so they can iterate rapidly and catch defects before they create big business problems. Instrumental captures high resolution images of every unit built at multiple stages along the assembly line and makes powerful machine learning-driven applications that alert your engineers the moment a defect occurs and enable them to quickly identify the root cause. Show less

Provide insight into American politics and the 2016 election on Taiwanese national television for the 6:30 and 11:00 evening news in Chinese