Recurrent Neural Network
Explore how recurrent neural networks handle sequential data such as text, videos, and time series by maintaining information over time. Understand various problem types solved by RNNs and the challenges of long-term dependencies, preparing you to apply RNN concepts effectively.
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Recurrent Neural Network
Recurrent Neural Networks are a special class of neural networks meant for sequential data such as sequences of text and time series data like sales over a year, videos (sequences of images), stock market data etc. Recurrent neural networks have loops in them which allows information to persist in the network over time. This capability is absent in traditional neural networks.
A loop facilitates the flow of information from one time step of the network to its next time step. Recurrent Neural Network can take in sequences of inputs and produce sequences of outputs unlike other Neural Networks. ...