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.