Tutorials ========= Several example notebooks are provided in the Examples folder in the main repository. We invite you to have a look at them directly. Prediction for a given composition ---------------------------------- The notebook `Prediction_one_composition.ipynb `_ provides an example of predicting several properties for a given melt composition. Prediction of a single property ------------------------------------ The notebook `Predict_given_property.ipynb `_ provides an example of predicting a given property for different melt compositions. Prediction for selected compositions ------------------------------------ The notebook `Selected_compositions.ipynb `_ provides an example of predicting the properties of several melt compositions selected from the database. Make a ternary diagram showing predictions ------------------------------------------ The notebook `Ternary_diagram.ipynb `_ shows how we can plot the predictions of glass density for the various alkali and alkaline-earth aluminosilicate ternary systems. Replicate figures from Le Losq and Baldoni 2023 paper ----------------------------------------------------- The notebook `Replicate_2023_paper.ipynb `_ allows reproducing the analysis and figure of the paper presenting i-Melt v2.0. Training an i-Melt neural network ----------------------------------------------------- The notebook `Training_single.ipynb `_ provides a simple example of how you can train your own i-Melt neural networks.