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Deep Learning Academy · Lesson

Version Data & Models

Reproduce any run from its inputs.

Code Versioning Is Not Enough

Git tracks your code beautifully, but a model also depends on data and weights. To reproduce a result you must version those too. 🗂️

Why Data Changes Break Runs

Datasets grow, get cleaned, or get relabeled. If you cannot say which version of the data trained a model, you can never rebuild that exact result.

All lessons in this course

  1. Track Experiments with Weights & Biases
  2. Version Data & Models
  3. Detect Data & Model Drift
  4. Automate Retraining Pipelines
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