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2 changes: 1 addition & 1 deletion README.md
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Expand Up @@ -104,7 +104,7 @@ This will build and render the course on [http://localhost:3000/](http://localho

**🚀 Submit a pull request**

If the translations look good locally, the final step is to prepare the content for a pull request. Here, the first think to check is that the files are formatted correctly. For that you can run:
If the translations look good locally, the final step is to prepare the content for a pull request. Here, the first thing to check is that the files are formatted correctly. For that you can run:

```
pip install -r requirements.txt
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2 changes: 1 addition & 1 deletion chapters/en/chapter7/3.mdx
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Expand Up @@ -854,7 +854,7 @@ eval_dataloader = DataLoader(
)
```

Form here, we follow the standard steps with 🤗 Accelerate. The first order of business is to load a fresh version of the pretrained model:
From here, we follow the standard steps with 🤗 Accelerate. The first order of business is to load a fresh version of the pretrained model:

```
model = AutoModelForMaskedLM.from_pretrained(model_checkpoint)
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