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(y_train) into one-hot encoded format, which is necessary for multi-class classification tasks. Model Instantiation and Training: model_tcn = build_tcn_model(input_shape=(X_train.shape[1], X_train.shape[2])): It instantiates the TCN model using the defined architecture and parameters.