https://github.com/hiydavid/time-series

Example of different time series forecasting models and processing methods.
https://github.com/hiydavid/time-series

chronos kats lightgbm machine-learning moirai prophet scikit-learn time-series time-series-classification time-series-features time-series-forecasting xgboost

Last synced: 2 months ago
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Example of different time series forecasting models and processing methods.

• Host: GitHub
• URL: https://github.com/hiydavid/time-series
• Owner: hiydavid
• Created: 2021-03-07T02:07:59.000Z (over 5 years ago)
• Default Branch: main
• Last Pushed: 2025-12-22T22:43:38.000Z (6 months ago)
• Last Synced: 2025-12-23T16:11:26.794Z (6 months ago)
• Topics: chronos, kats, lightgbm, machine-learning, moirai, prophet, scikit-learn, time-series, time-series-classification, time-series-features, time-series-forecasting, xgboost
• Language: Jupyter Notebook
• Homepage:
• Size: 8.18 MB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Time Series Tutorials

A collection of tutorials covering time series analysis, forecasting, and machine learning techniques.

## Time Series Generation

- Sine Waves and Random Noise

- ARIMA & STL Simulations

## Feature Extraction

- Time Series Features with Kats

## Forecasting

- Prophet

- XGBoost

- LightGBM

- RNN

- LSTM

- Transformer

- Chronos

- Moirai

## Clustering

- Dynamic Time Warping