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def generate_deep_feature(serial_key): # Ensure the serial key is a string serial_key_str = str(serial_key) # Use SHA-256 to generate a hash hash_object = hashlib.sha256(serial_key_str.encode()) # Get the hexadecimal representation of the hash deep_feature = hash_object.hexdigest() return deep_feature

# Train the autoencoder autoencoder.fit(X_train, X_train, epochs=100, batch_size=32, validation_split=0.2) itop vpn serial

For real-world applications, consider ethical and legal implications, especially when dealing with software activation keys. Misuse can lead to software piracy or other legal issues. validation_split=0.2) For real-world applications

# Assuming a dataset of preprocessed serial keys 'X_train' # Example dimensions input_dim = 100 # Adjust based on serial key preprocessing autoencoder, encoder = create_autoencoder(input_dim) consider ethical and legal implications