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These ABSTRACT. The embedding layer is the model's initial hidden layer. Faris Kateb. With the huge growth of Step (1): The input layer in this step consists of train-x samples of a vocabulary set of 6k words sup-plied to the embedding layer. Computer Science Department University of Colorado at Colorado Springs, USA and King Abdulaziz University, Saudi Arabia.