Optimization of extrusion-based bioprinting (EBB) parameters have been systematically conducted through experimentation. However. the process is time- and resource-intensive and not easily translatable to other laboratories. This study approaches EBB parameter optimization through machine learning (ML) models trained using data collected from the published literature. https://sportsfanislanders.shop/product-category/toys/