Can you explain how LSTM networks work?
Sure! LSTM stands for Long Short-Term Memory, a type of recurrent neural network (RNN) designed to remember information for long periods.
What makes LSTM different from regular RNNs?
LSTMs have a unique architecture that includes memory cells and gates, allowing them to manage long-term dependencies better than standard RNNs.
Can you give me an example of where LSTMs are used?
Absolutely! LSTMs are commonly used in applications like language modeling, speech recognition, and time series prediction.
What are the main components of an LSTM cell?
An LSTM cell consists of three main components: the input gate, the forget gate, and the output gate, which control the flow of information.
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