Scientist Kristine Golden discusses the use of high throughput experimentation (HTE) and Katalyst D2D software to generate high quality data for machine learning (ML) and artificial intelligence (AI) models; and the integration of Bayesian optimization for statistical design of experiments (DOE) to accelerate the exploration of reaction design space for chemical development.