# tsai - 시계열 및 시퀀스를 위한 오픈소스 딥러닝 라이브러리

> Clean Markdown view of GeekNews topic #8710. Use the original source for factual precision when an external source URL is present.

## Metadata

- GeekNews HTML: [https://news.hada.io/topic?id=8710](https://news.hada.io/topic?id=8710)
- GeekNews Markdown: [https://news.hada.io/topic/8710.md](https://news.hada.io/topic/8710.md)
- Type: news
- Author: [xguru](https://news.hada.io/@xguru)
- Published: 2023-03-16T10:45:01+09:00
- Updated: 2023-03-16T10:45:01+09:00
- Original source: [github.com/timeseriesAI](https://github.com/timeseriesAI/tsai)
- Points: 12
- Comments: 0

## Topic Body

- Pytorch 와 fastai 기반   
- classification, regression, forecasting, imputation 같은 시계열 작업에 중점   
- 사용 가능한 State-of-the-art 모델들   
  - LSTM (Hochreiter, 1997)  
  - GRU (Cho, 2014)  
  - MLP - Multilayer Perceptron (Wang, 2016)  
  - FCN - Fully Convolutional Network (Wang, 2016)  
  - ResNet - Residual Network (Wang, 2016)  
  - LSTM-FCN (Karim, 2017)  
  - GRU-FCN (Elsayed, 2018)  
  - mWDN - Multilevel wavelet decomposition network (Wang, 2018)  
  - TCN - Temporal Convolutional Network (Bai, 2018)  
  - MLSTM-FCN - Multivariate LSTM-FCN (Karim, 2019)  
  - InceptionTime (Fawaz, 2019)  
  - Rocket (Dempster, 2019)  
  - XceptionTime (Rahimian, 2019)  
  - ResCNN - 1D-ResCNN (Zou , 2019)  
  - TabModel - modified from fastai’s TabularModel  
  - OmniScale - Omni-Scale 1D-CNN (Tang, 2020)  
  - TST - Time Series Transformer (Zerveas, 2020)  
  - TabTransformer (Huang, 2020)  
  - MiniRocket (Dempster, 2021)  
  - XCM - An Explainable Convolutional Neural Network (Fauvel, 2021)  
  - gMLP - Gated Multilayer Perceptron (Liu, 2021)  
  - GatedTabTransformer (Cholakov, 2022)

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