Cleans up text

examples/plot_tabular_regression.py

@@ -102,16 +102,13 @@
 # license is.
 
 model_card.metadata.license = "mit"
-limitations = "This model is not ready to be used in production since it is relatively basic."
+limitations = "This model is made for educational purposes and is not ready to be used in production."
 model_description = (
     "This is a Linear Regression model trained on diabetes dataset."
     " This model could be used to predict the progression of diabetes."
     " This model is pretty limited and should just be used as an example of how to user `skops` and Hugging Face Hub."
 )
 model_card_authors = "skops_user, lazarust"
-get_started_code = (
-    "import skops.io as sio \nwith open(pkl_filename, 'rb') as file:\n    clf = sio.load(file)"
-)
 citation_bibtex = "bibtex\n@inproceedings{...,year={2022}}"
 model_card.add(**{
     "How to Get Started with the Model": get_started_code,
@@ -139,7 +136,7 @@
 mae = mean_absolute_error(y_test, y_pred)
 mse = mean_squared_error(y_test, y_pred)
 r2 = r2_score(y_test, y_pred)
-model_card.add_metrics(**{"mean absolute error": mae, "mean squared error": mse, "r2 score": r2})
+model_card.add_metrics(**{"Mean Absolute Error": mae, "Mean Squared Error": mse, "R-Squared Score": r2})
 
 # %%
 # Save model card