Recurrent Neural Networks(RNN) 순환 신경망

Recurrent Neural Networks(RNN) 순환 신경망

2022. 9. 7. 11:37ㆍAI/인공지능 공부

RNN 참고 문서
Neural Network와 마찬가지로 IBM에서 제공한 위 문서를 참고했다.

RNN

Learn how recurrent neural networks use sequential data to solve common temporal problems seen in language translation and speech recognition.

a type of artificial neural network which uses sequential data or time series data.
- commonly used for ordinal or temporal problems
  1. language translation
  2. natural language processing (nlp)
  3. speech recognition
  4. image captioning
distinguished by their “memory” as they take information from prior inputs to influence the current input and output.
- traditional deep neural networks: inputs and outputs are independent of each other
- recurrent neural networks: outputs depend on the prior elements within the sequence
While future events would also be helpful in determining the output of a given sequence, unidirectional recurrent neural networks cannot account for these events in their predictions.