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Data Pipeline (Modern Standards) #2

@YounesBensafia

Description

@YounesBensafia

Files to create and modify

  • docs/data_pipeline.md – Add data acquisition, labeling, preprocessing, and governance details
  • scripts/data_acquisition/ – Implement scraping, synthetic data generation, and augmentation scripts
  • scripts/preprocessing/ – Add preprocessing pipelines for text, images, audio, and structured data
  • configs/dvc.yaml – Configure data versioning and governance

Acceptance Criteria

  • Data acquisition strategies are documented, including scraping, synthetic data, and augmentation

  • Labeling and annotation frameworks are identified and integrated

  • Data governance and versioning setup is complete using DVC

  • Preprocessing pipelines implemented for:

    • Text
    • Images
    • Audio
    • Structured data
  • Documentation is complete and reproducible

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