Explore cutting-edge research in astrobiology through this conference talk from AbGradCon 2023, hosted at the Scripps Institution of Oceanography. Delve into Zachary Fried's presentation on machine learning applications in chemistry and the study of isotopologues in IRAS 16293-2422B. Gain insights into how early-career scientists are advancing the field of astrobiology, combining interdisciplinary approaches to tackle complex questions about the origins and evolution of life in the universe. Learn about the latest developments in machine learning techniques applied to astrochemistry and the significance of isotopologue analysis in understanding protostellar systems. This talk, part of the 20th anniversary of AbGradCon, showcases the innovative research and collaborative spirit that defines the next generation of astrobiologists.