Visualizing Machine Learning Predictions

As part of business intelligence efforts, machine learning (ML) models are often used for forecasting and better identifying the factors behind certain relationships.

Let's take a look at a brief example of how to visualize machine learning predictions using the Tips dataset from the Plotly package. Here, we're training a simple linear regression model on the Tips dataset to predict the tips of a restaurant from the total bill that groups paid. We print the R-squared score, also known as the coefficient of determination, to identify the performance of the model on the dataset.