- A Long Short-Term Memory (LSTM) cell is a variant of an RNN that resolves the vanishing gradient problem by using a special structure called gates. Gates keep the information in the memory as long as it is required. They learn what information to keep and what information to discard from the memory.
- LSTM consists of three types of gates, namely, the forget gate, the input gate, and the output gate. The forget gate is responsible for deciding what information should be removed from the cell state (memory). The input gate is responsible for deciding what information should be stored in the cell state. The output gate is responsible for deciding what information should be taken from the cell state to give as an output.
- The cell state is also called internal memory where all the information will be stored.
- While backpropagating the LSTM network...
United States
United Kingdom
India
Germany
France
Canada
Russia
Spain
Brazil
Australia
Argentina
Austria
Belgium
Bulgaria
Chile
Colombia
Cyprus
Czechia
Denmark
Ecuador
Egypt
Estonia
Finland
Greece
Hungary
Indonesia
Ireland
Italy
Japan
Latvia
Lithuania
Luxembourg
Malaysia
Malta
Mexico
Netherlands
New Zealand
Norway
Philippines
Poland
Portugal
Romania
Singapore
Slovakia
Slovenia
South Africa
South Korea
Sweden
Switzerland
Taiwan
Thailand
Turkey
Ukraine