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fine-dust-forecasting-by-deeplearning's Introduction

fine-dust-forecasting-by-deeplearning

Dust forecasting during big data intern

Topic

Prediction through analysis of fine dust correlation and deep learning I found that temperature, wind direction and wind speed are important to affect fine dust

Environment

  • python3
  • keras
  • Colab(Optional - cause Colab provides GPU)

Installation

$ pip install keras

Clone Repository...

$ mkdir project
$ cd project
$ git clone https://github.com/DongChanKIM2/BC-Financial-Data-Contest.git
$ cd BC-Financial-Data-Contest

Results

image-20210407100734627

image-20210407100753818

image-20210407100814660

image-20210407100851465

Feedback

This is a project to predict fine dust after receiving data from the weather department when I was as intern

Previously, I knew only ARIMA or Facebook's Forecasting models to predict time series, so this was the first time to predict by deep learning LSTM

Accuracy is quite high, as you can see predicted image above

Unfortunately, I thought it would have been clearer if the wind direction was divided into two cases when conducting trend analysis

I did one hot encoding like the east, west, north, and south, but next time, I'll do encoding to make sure that there's a clear distinction between east, west, and north

fine-dust-forecasting-by-deeplearning's People

Contributors

dongchankim2 avatar

Watchers

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