A Machine Learning Gateway for Scientific Workflow Design

Figure 10

Code/Interface editor for the operation TrainValidate. The left side shows the Python code to train a model, plot losses for each epoch (implemented via Keras Callback), and returns the model weights upon completion. The right side shows the operation inputs (the dataset and the model), outputs (model weights), and attributes (epochs, batch size).