We will discuss the Jupyter ecosystem of web-applications that can dramatically lower the programming barrier-to-entry for students and new scientists alike. The infrastructure that has recently been deployed in the CU Denver Department of Mathematics & Statistics will be used as a case-study to demonstrate the capabilities and benefits of using modern open-source software in educational and research settings.