Time Series Data 시각화 & Deep Learning

Classification Time Series Data

• fast.ai 관련 자료
  • fastbook/01_intro.ipynb
    • “Image Recognizers Can Tackle Non-Image Tasks” 항목 참고
  • Lesson 4 - Time Series
    • 이건 또 어떤 강의지?
  • forums.fast.ai의 Time Series Study Group
    • 2018.11에 시작해서 2022.03까지 915개의 글이 달렸다
• 기타 자료들
  • [시계열 데이터를 이미지화하기] Gramian Angular Field(GAF) Imaging 개념이해
  • Imaging Time-Series to Improve Classification and Imputation
  • Visual Time Series Forecasting: An Image-driven Approach
  • InceptionTime: Finding AlexNet for Time Series Classification

Forecasting Time Series using Deep Learning

• M4 Forecasting Competition: Introducing a New Hybrid ES-RNN Model
  • Uber
• How to use Deep Learning for Time Series Forecasting
• How to encode Time-Series into Images for Financial Forecasting using Convolutional Neural Networks

Python Time Series Library

• tsai
• pyts