Benjamin J. Shields is a Senior Staff Machine Learning Engineer at SandboxAQ, where he leads cheminformatics and machine learning platform development and contributes to drug discovery and diagnostics projects. Benjamin received his PhD in chemistry from Princeton University and has spent his career focusing on accelerating chemical synthesis and drug discovery with AI/ML, computational chemistry, and software development.