https://github.com/millengustavo/time-series-forecasting

Notes on time series forecasting
https://github.com/millengustavo/time-series-forecasting

data-science forecast statistical time-series time-series-analysis

Last synced: 2 months ago
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Notes on time series forecasting

• Host: GitHub
• URL: https://github.com/millengustavo/time-series-forecasting
• Owner: millengustavo
• Created: 2020-01-07T19:18:41.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2020-03-08T13:00:59.000Z (over 5 years ago)
• Last Synced: 2025-03-24T08:12:51.726Z (3 months ago)
• Topics: data-science, forecast, statistical, time-series, time-series-analysis
• Language: Jupyter Notebook
• Size: 8.34 MB
• Stars: 15
• Watchers: 1
• Forks: 4
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# Notes on time series forecasting

- Forecasting: Principles and Practice - Rob J Hyndman and George Athanasopoulos [[open notes]](hyndman-forecast-book/hyndman-forecast-book.md)

- Forecasting at Scale - Sean J. Taylor and Benjamin Letham [[open notes]](prophet-forecast-scale/prophet-forecast-scale.md)

- Statistical forecasting: notes on regression and time series analysis - Robert Nau [[open notes]](statistical-forecasting/statistical-forecasting.md)

# Example forecast applications

## Temperature forecast for some Brazilian cities 

[Open jupyter notebook [ipynb]](./notebooks/temperature-sp.ipynb)

![temp-forecast](images/temperature_forecast_sp.png)

![temp-forecast-components](images/temperature_forecast_components_sp.png)

![temp-forecast-mape](images/temperature_forecast_mape.png)

## Gas Prices in Brazil 

[Open jupyter notebook [ipynb]](./notebooks/gas-prices-brazil.ipynb)

![gas-forecast](images/gas_prices_forecast_sp.png)

## Beer consumption São Paulo 

[Open jupyter notebook [ipynb]](./notebooks/beer-consumption-sp.ipynb)

![beer-sarimax](images/beer_consumption_sarimax.png)

![beer-forecast](images/beer_consumption_forecast.png)