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In financial markets, volatility captures the amount of fluctuation in prices. For trading firms like Optiver, accurately predicting volatility is essential for the trading of options, whose price is directly related to the volatility of the underlying product.In this Kaggle competition,we had built models that predict short-term volatility for …

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Optiver-Realized-Volatility-Prediction

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Kaggle project : Optiver-Realized-Volatility-Prediction

In financial markets, volatility captures the amount of fluctuation in prices. For trading firms like Optiver, accurately predicting volatility is essential for the trading of options, whose price is directly related to the volatility of the underlying product.In this Kaggle competition,we had built models that predict short-term volatility for hundreds of stocks across different sectors. Our models will be evaluated against real market data collected in the three-month evaluation period after training.

Built With 🔨

  • Kaggle platform.
  • Python.
  • Scikit learn.
  • LGBM

Live Demo

Live Demo Link

Install

To get a local copy up and running follow these simple example steps.

  • Open terminal
  • Clone this project by the command:
$ git clone git@github.com:Taher-web-dev/Optiver-Realized-Volatility-Prediction.git
  • Then go to the main folder using the next command:
$ cd Optiver-Realized-Volatility-Prediction

Prerequisites

  • IDE to edit and run the code (We use Jupyter Notebook 🔥).
  • Git to versionning your work.

Usage

  • Data scientist practioner
  • For anyone interested by Finance topics.

Authors

👤 Taher Haggui

🤝 Contributing

Contributions, issues, and feature requests are welcome!

Show your support

Give a ⭐️ if you like this project!

Acknowledgments

📝 License

This project is Optiver licensed.

About

In financial markets, volatility captures the amount of fluctuation in prices. For trading firms like Optiver, accurately predicting volatility is essential for the trading of options, whose price is directly related to the volatility of the underlying product.In this Kaggle competition,we had built models that predict short-term volatility for …

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