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datacompass's Introduction




CURRENT STATUS: IN DEVELOPMENT

Repository storing automation resources, infrastructure, and more for Kaggle-based data competitions

General-purpose and adaptable project for various types of data competitions


Main features ๐Ÿ”ฅ

General.

  • Github Codespaces support is included (see devcontainer)

  • Support for local execution is also included.


Getting started ๐Ÿš€

This repository includes scripts and resources for the following areas:

  1. Data Processing Pipeline - An automated workflow that spans from data acquisition and cleaning to transformation and preparation for modeling.

  2. Dataset Management - Capabilities to easily load and manage Kaggle datasets, including automatic data download from the platform.

  3. Results Reporting - Automatic creation of detailed reports summarizing performance metrics, visualizations, and model outcomes.

  4. Integration with Kaggle - Ability to upload and submit results directly to Kaggle competitions, streamlining the development and testing cycle.

โšก All use of cloud (AWS and Azure) generate costs, use it at your own risk!

Built with ๐Ÿ› ๏ธ


Disclaimer ๐Ÿ“

  • I'm not responsible for bricked devices or software misconfigurations.
  • I'm not responsible for possible high cloud costs costs generated by using the code of this project.
    • You are free to use the software of this project and it is your decision.
  • I'm not responsible for data loss.

This is a personal project with academic origins and is not intended to be a commercial or professional solution. If you want to use it, it is at your own risk.


Roadmap ๐Ÿ—“๏ธ

โ— Check the Project dashboard for more info!

Wiki ๐Ÿ“•

โ— No wiki at the moment!

License ๐Ÿ“Œ

This project is licensed under the License (GNU GPL-V3) - see the LICENSE.md file for details.


โŒจ๏ธ with โค๏ธ by Alexvidalcor ๐Ÿ˜Š

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