# Train the model model.fit(X_train, y_train, epochs=10, validation_data=(X_test, y_test)) This example focuses on image classification. For video analysis, you would need to adjust the approach to account for temporal data. The development of a feature focused on "AMS Sugar I" and related multimedia content involves a structured approach to data collection, model training, and feature implementation. The specifics will depend on the exact requirements and the differentiation criteria between sugar types.