The Machine Learning Demo App uses Python, Streamlit and SciPy to create an interactive machine learning dashboard. The user as the ability to test different machine learning methods, provided by SciPy, on a dataset using vehicle fuel efficiency data. The user test different algorithms, trial different hyperparameters, conduct grid search optimization, view the model fit performance, and create 3D Bar plots to compare how two parameters impact the predicted variable.