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By DVC

A step-by-step introduction to DVC by building a simple NLP project from scratch.

Initialize

Lear how to install DVC and initialize project.

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Data Versioning

Learn how to start versioning, share large files, ML models, datasets with Git and DVC.

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Accessing Data

Learn how to use data from another DVC project, access it via Python API and CLI.

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Stages

Process data and generate outputs in a reproducible way.

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Pipelines

Connect stages by outputs and dependencies, to create a dependency graph (or a data pipeline).

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Experiments and Metrics

Try different approaches or solutions and compare their results.

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