An Invitation for Actuaries to join this journey. While Deep Learning has shown remarkable success in the area of unstructured data like image classification, text analysis and speech recognition, there is very little literature on Deep Learning performed on structured/relational data. This investigation also focuses on applying Deep Learning on structured data because actuaries are more comfortable with structured data than unstructured data and so it can be a useful imitative step for other actuaries to apply Deep Learning to solve their own business problems.