energy-forecast

KO | EN

gitlite — search

#python #go #android #rust #linux #docker #nodejs #windows #awesome #awesome-list #security #ios #mcp #open-source

energy-forecast

(★ 10)

The repository consists of an energy forecasting model using XGboost. The dataset consists of hourly energy consumption rates in kWh for an industrial utility.

energy-forecast 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# Energy Forecasting
This repository code came from the work of [Mario Dagrada](https://github.com/madagra/energy-ts-analysis), special thanks for the help.

The repository consists of an energy forecasting model using XGboost. The dataset consists of hourly energy consumption rates in kWh for an industrial utility over a period of around 7 months, from July 2019 to January 2020.

The final model has an *forecasting horizon* (The number of time periods to forecast into the future) of 48 time periods which corresponds to 2 days ahead forecasting.

# Details
Main techniques and terms used:
- Trend, Seasonality
- Stationary and Non-Stationary Time Series
- Augmented Dickey-Fuller Test
- Autocorrelation(ACF) and Partial Autocorrelation(PACF)
- Feature Engineering (lag features, standard time series features, endogenous features)
- XGBoost model with Bayesan hyperparameters optimization

The final model can be found inside ```model/```

# Usage
The Jupyter-Notebook, dataset and model were saved as Docker Image in GitHub Package.
You can install the package locally:
```
docker pull docker.pkg.github.com/danieldacosta/energy-forecast/energy-forecast_notebook:v1
```

You can also download it direct from the repository:

```
git clone https://github.com/DanielDaCosta/energy-forecast.git
```

# Acknowlegments & References
Special thanks to Mario Dagrada [Medium post](https://towardsdatascience.com/ml-time-series-forecasting-the-right-way-cbf3678845ff).

**References**:
- https://www.youtube.com/watch?v=Nm7m92sZZJA
- https://towardsdatascience.com/containerize-your-whole-data-science-environment-or-anything-you-want-with-docker-compose-e962b8ce8ce5

energy-forecast

energy-forecast 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

energy-forecast

energy-forecast 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README