Data Pipeline (Modern Standards)

[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