Ryan is a Senior Data Scientist with 8 years of experience in the life and health insurance industry. He holds a Bachelor's degree and an MA in Mathematics, as well as a Post Graduate Diploma in Artificial Intelligence. He currently works in Munich Re's Digital Solutions team in Singapore, where he plays a pivotal role in driving the development of digital solutions, including Next Generation Underwriting with machine learning and Munich Re's AI Platform for MLOPS. His area of expertise includes artificial intelligence and machine learning, MLOPS, data engineering, auto-underwriting engines and technology, insurance-specific data analysis and natural language processing.