We develop and utilize computational and machine learning approaches to accelerate materials discoveryRecent NewspolyBERT, a chemical language model created by Chris Kuenneth and Rampi Ramprasad, is featured in an article written by the Georgia Tech News Center; see article here. Matmerize, the polymer informatics startup co-founded by Dr. Ramprasad, is featured in an article released by the Office of Technology Licensing at Georgia Tech; see article here. Polymer Scholar, a polymer property data search interface built by Pranav Shetty and described in this npj computational materials paper, is featured in an article by the College of Computing at Georgia Tech; see article here. December 2022, Rishi Gurnani receives gold metal at 2nd international forum in energy & informatics; See story here April 2022, Aubrey Toland was awarded the NSF GRFP. February 2022, Pranav Shetty was awarded the J.P. Morgan PhD fellowship; See fellowship award here. Joe Kern is awarded the National Defense Science and Engineering Graduate (NDSEG) Fellowship. “Machine-learning predictions of polymer properties with Polymer Genome,” has been featured on the cover of Journal of Applied Physics; see cover art. Nature Reviews Materials and Nature Machine Intelligence publish articles on Machine Learning; see press release. Brandon Phan is awarded the Graduate Assistance in Areas of National Need (GAANN) fellowship in Polymeric Materials Science and Engineering. We welcome 5 new graduate students - Joe Kern, Janhavi Nistane, Brandon Phan, Shivank Shukla, Aubrey Toland, and a new postdoc - Dr. Kevin Shen, to our group. Prof. Ramprasad is elected as a Fellow of the Materials Research Society (2020).