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articles/ai-services/openai/how-to/fine-tuning.md

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@@ -143,16 +143,12 @@ Users can use preference fine tuning with base models as well as models that hav
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### How to use direct preference optimization fine-tuning?
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:::image type="content" source="../media/fine-tuning/preference-fine-tuning.gif" alt-text="Gif demonstrating the steps for preference fine-tuning" lightbox="../media/fine-tuning/preference-fine-tuning.gif":::
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1. Prepare `jsonl` datasets in the [preference format](#direct-preference-optimization-dataset-format).
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2. Select the model and then select the method of customization **Direct Preference Optimization**
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3. Upload datasets – training and validation. Preview as needed.
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4. Select hyperparameters, defaults are recommended for initial experimentation.
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5. Review the selections and create fine tuning job.
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## Troubleshooting
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### How do I enable fine-tuning?
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