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parameters. inputs = Input(shape=input_shape): It defines the input layer with the specified input shape, which corresponds to the dimensions of the input data. for _ in range(num_layers): x = TCN(return_sequences=True)(x): This loop creates multiple TCN layers with return sequences set to True,