"It really expands the bandwidth of our data scientists to apply materials informatics to our data." At an Intellegens webinar, Dr Josh Stuckner from NASA Glenn Research Center presented work to test and validate the Alchemite machine learning method. NASA had applied the tool to two projects: design of heat exchangers and shape memory alloys. In both cases, Alchemite was compared to alternative machine learning approaches -- the presentation focused on comparisons with the Random Forest method. Alchemite predictions based on complete datasets from the two applications were found to compare well with those from the other methods.