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import hashlib

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. itop vpn serial

# Compile the autoencoder autoencoder.compile(optimizer='adam', loss='binary_crossentropy') import hashlib For real-world applications

def create_autoencoder(input_dim): input_layer = Input(shape=(input_dim,)) encoded = Dense(64, activation='relu')(input_layer) encoded = Dense(32, activation='relu')(encoded) decoded = Dense(64, activation='relu')(encoded) decoded = Dense(input_dim, activation='sigmoid')(decoded) consider ethical and legal implications

return autoencoder, encoder

# Generate deep features deep_features = encoder.predict(X_train) The deep learning example is highly simplified and might require significant adjustments based on the actual dataset and requirements.