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A Machine Learning Specialist has collected a large training dataset of different cat breeds. The Specialist intends to use this for building a neural network model that can identify the breed of a given cat image. The Specialist wants to take advantage of a pre-trained model for his project through transfer learning. How should the Specialist re-train the network with his own training data?