帮我用python代码实现LSTM网络

我可以为你提供一个基本的LSTM网络的python代码实现：import tensorflow as tf# define the model
model = tf.keras.models.Sequential([
tf.keras.layers.LSTM(64, return_sequences=True, input_shape=(X.shape[1], X.shape[2])),
tf.keras.layers.LSTM(64),
tf.keras.layers.Dense(1)
])# compile the model
model.compile(optimizer='adam', loss='mse')# fit the model
model.fit(X, y, epochs=100, batch_size=128, validation_split=0.2)