Browse Teach Curate

Long Short-Term Memory (LSTM) Networks

A type of recurrent neural network designed to learn long-range dependencies in sequences by maintaining a cell state regulated by input, forget, and output gates. The gating mechanism mitigates the vanishing-gradient problem of plain RNNs, making LSTMs a standard building block for sequence modeling tasks such as language and speech.

jeremy Video

What is LSTM in Machine Learning?

Long Short-Term Memory (LSTM) is a specialized architecture within Recurrent Neural Networks designed to solve the long-term dependency problem by maintaining an internal state cell regulated by gate…