The Open Education Project (OPE) uses open source infrastructure to make advanced computing more accessible in education. By introducing a GPU batch scheduling system on OpenShift AI with Kueue we were able to support a GPU programming class to run for tens of dollars, rather than hundreds. This allows students to take part in the future of AI, and help understand and reimagine how we can use GPUs to improve performance, pushing AI innovation forward.