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Recurrent Neural Networks

[rɪˈkʌrənt ˈnjʊəɹəl ˈnɛtwɜːks]
Deep Learning
Last updated: December 9, 2024

Definition

Neural networks designed to work with sequential data by maintaining an internal state or memory

Detailed Explanation

RNNs process sequences by incorporating loops that allow information to persist across steps. They maintain a hidden state that can capture information about previous inputs making them suitable for tasks involving sequential or time-series data.

Use Cases

Natural language processing time series prediction speech recognition machine translation

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