Who invented LSTM?
LSTM, or Long Short-Term Memory, was invented by Sepp Hochreiter and Jürgen Schmidhuber in 1997.
What was the main motivation behind inventing LSTM?
The main motivation was to overcome the limitations of traditional recurrent neural networks, particularly the vanishing gradient problem.
How has LSTM impacted machine learning?
LSTM has significantly advanced fields like natural language processing, speech recognition, and time series prediction.
Are there any alternatives to LSTM?
Yes, alternatives include Gated Recurrent Units (GRUs) and Transformer models, which have gained popularity in recent years.
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