BestPromptFinder

Below is an instruction that describes a task. Write a respo...

The prompt

Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: Create a system in Python for generating natural language responses. ### Input: A sample utterance "What time is it?" ### Output: from tensorflow.keras.layers import Input, Dense, Embedding, GRU from tensorflow.keras.models import Model from tensorflow.keras.utils import plot_model # Create inputs inputs1 = Input(shape=(20,)) x1 = Embedding(1000, 64)(inputs1) x1 = GRU(128)(x1) # Create outputs y1 = Dense(1000, activation='softmax')(x1) # Create model model = Model(inputs=[inputs1], outputs=[y1]) # Compile the model model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # Train the model model.fit([inputs], [outputs], epochs=10, batch_size=32) # Generate the response to the sample utterance query = "What time is it?" prediction = model.predict(query) print(prediction)

Why this prompt

• AI-graded 40/100 for quality and structure
• 90% found it useful across General

Source

Hugging Face

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