πŸ“• Community Contribution Baseline

This baseline toolkit has been designed to help you improve your submission for Round 2 of the Brick-by-Brick Challenge.

Getting Started

The baseline is built on the open-source library tslib. Follow these steps to get started:

  1. Clone the Repository: Clone the baseline repository.

  2. Install Required Dependencies: Set up the necessary dependencies using the instructions in the repository.

  3. Review the README: The README file contains a comprehensive guide on using the toolkit, including details on its features and submission workflow.

  4. Use the Colab Notebook: The Colab Notebook offers step-by-step instructions to help you explore the toolkit and prepare your submissions.

Key Features

  • Preprocessing Pipeline
    The baseline enables you to preprocess your data using the 4-hour sampling method.

  • Extensibility for Future Enhancements
    The toolkit is a foundation that participants can build upon. Some potential improvements include:

    • Adding new models to expand capabilities.
    • Enhancing loss functions for better optimisation.
    • Leveraging the hierarchical structure of classes to improve inference efficiency.
    • Refining preprocessing techniques.

Have more questions? Drop them in the comment below.

All the best!

2 Likes

Could you explain what you mean by the β€œ4-hour sampling method”?

I mean 4Hr resampling of time series data
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