Deep Learning Recurrent Neural Networks In Python Lstm Gru And More Rnn Machine Learning Architectures In Python And Theano Machine Learning In Python (720p)

# Add the GRU layer model.add(GRU(20, input_shape=(10, 10)))

SEQ_LEN = 60 X, y = create_sequences(data, SEQ_LEN)

# Define the hidden state h = T.matrix('h')

| Architecture | # Gates | Cell State | Best for | |--------------|---------|------------|-----------| | Simple RNN | 0 | No | Very short sequences | | LSTM | 3 | Yes | Long dependencies, complex data | | GRU | 2 | No | Smaller datasets, faster training |

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