Members of Lipke Lab (Dr. Lipke, Mohammad, Justin, Shireen, Zuri, Skyler, and Kayla) and the Selen Cremaschi Research Group (Samira and Shenba) lead a day-long workshop to summer REU students at Alabama State University covering topics including biomanufacturing of engineered tissues, machine learning for use in decision making processes, and scale up of heart tissue production using machine learning. The workshop composed of interactive presentations and hands-on demonstrations including machine learning demonstrations, cell encapsulations, hydrogel production, and pig heart demonstrations.