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Merge pull request #275322 from eric-urban/eur/ai-studio-ft
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articles/ai-services/openai/how-to/fine-tuning.md

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### Why did my upload fail?
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If your file upload fails, you can view the error message under “data files” in Azure OpenAI Studio. Hover your mouse over where it says “error” (under the status column) and an explanation of the failure will be displayed.
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If your file upload fails in Azure OpenAI Studio, you can view the error message under “data files” in Azure OpenAI Studio. Hover your mouse over where it says “error” (under the status column) and an explanation of the failure will be displayed.
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:::image type="content" source="../media/fine-tuning/error.png" alt-text="Screenshot of fine-tuning error message." lightbox="../media/fine-tuning/error.png":::
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articles/ai-services/openai/includes/fine-tuning-openai-in-ai-studio.md

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## Deploy a fine-tuned model
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Once your model is fine-tuned, you can deploy the model and can use it in your own application. You can deploy the fine-tuned model from the **Playground** or **Deployments** page. When you deploy the model, you make the model available for inferencing, and that incurs an hourly hosting charge. Fine-tuned models, however, can be stored in Azure AI Studio at no cost until you're ready to use them.
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Once your model is fine-tuned, you can deploy the model and can use it in your own application. You can't deploy a fine-tuned model from the deployments page or the playground page in Azure AI Studio. The only way, currently, to deploy a fine-tuned model is from the model details page for that model.
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When you deploy the model, you make the model available for inferencing, and that incurs an hourly hosting charge. Fine-tuned models, however, can be stored in Azure AI Studio at no cost until you're ready to use them.
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[!INCLUDE [Fine-tuning deletion](../../../ai-services/openai/includes/fine-tune.md)]
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