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Below is an instruction that describes a task. Write a respo...
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Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: Create a Python neural network model that takes in a given trajectory of stock prices and predicts the stock price for the next day. ### Input: [10, 10.4, 10.5, 10.6, 10.7, 10.9, 11] ### Output: import numpy as np import tensorflow as tf def create_model(): model = tf.keras.Sequential([ tf.keras.layers.Dense(64, activation='relu', input_shape=(7, )), tf.keras.layers.Dense(1) ]) model.compile(loss='mean_squared_error', optimizer='adam', metrics=['accuracy']) return model if __name__ == "__main__": model = create_model() input_data = np.array([[10, 10.4, 10.5, 10.6, 10.7, 10.9, 11]]) predictions = model.predict(input_data) print(f"Predicted stock price for the next day is: {predictions[0][0]}")