LSTM — Learn Long Short-Term Memory Networks

Learn how LSTMs use gates and a memory cell to handle longer dependencies in sequence data.

LSTM Controls

Input Sequence (comma-separated numbers)

h_0 (Initial Hidden State)

c_0 (Initial Cell State)

Forget W (W_f)

Forget U (U_f)

Forget b (b_f)

Input W (W_i)

Input U (U_i)

Input b (b_i)

Candidate W (W_c)

Candidate U (U_c)

Candidate b (b_c)

Output W (W_o)

Output U (U_o)

Output b (b_o)

Enter a sequence and parameters to start the simulation.

Observe how the Forget, Input, and Output gates control information flow.