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@@ -21,8 +21,8 @@ With <code><a target="_blank" href="https://github.com/aurelienmorgan/retrain-pi
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  <code><a target="_blank" href="https://github.com/aurelienmorgan/retrain-pipelines">retrain-pipelines</a></code> focuses on continuous learning (retraining through dataset updates/refinements), enabling the creation of a new version of a model and the comparison of its performance against that of its best predecessor.
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- <em>Release v0.1.2</em> brings integration for the Hugging Face ecosystem.
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- <code><a target="_blank" href="https://github.com/aurelienmorgan/retrain-pipelines">retrain-pipelines</a></code> runs which take advantage of this do benefit from automated&nbsp;:
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  - dataset and model versioning with dynamically-generated READMEs and full fine-grained lineage
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  - execution source-code upload
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  - execution pipeline-card upload
 
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  <code><a target="_blank" href="https://github.com/aurelienmorgan/retrain-pipelines">retrain-pipelines</a></code> focuses on continuous learning (retraining through dataset updates/refinements), enabling the creation of a new version of a model and the comparison of its performance against that of its best predecessor.
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+ <em>Release v0.1.2</em> brings integration for the Hugging Face ecosystem. By retraining with
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+ <code><a target="_blank" href="https://github.com/aurelienmorgan/retrain-pipelines">retrain-pipelines</a></code> you benefit from automated&nbsp;:
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  - dataset and model versioning with dynamically-generated READMEs and full fine-grained lineage
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  - execution source-code upload
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  - execution pipeline-card upload