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medium
end_to_end
Simple RNN Cell
Implement one step of a vanilla RNN cell.
The RNN update equations: $$h_t = \tanh(x_t \cdot W_{xh} + h_{t-1} \cdot W_{hh} + b_h)$$
Process a sequence of inputs and return all hidden states.
Input:
-
x: input sequence of shape(seq_len, input_dim) -
W_xh: input-to-hidden weights of shape(input_dim, hidden_dim) -
W_hh: hidden-to-hidden weights of shape(hidden_dim, hidden_dim) -
b_h: hidden bias of shape(hidden_dim,) -
h0: initial hidden state of shape(hidden_dim,)
Output: All hidden states, shape (seq_len, hidden_dim).
Hints
rnn
recurrent
sequence-model
tanh
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