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setup.KubeConEU25/README.md
@@ -810,7 +810,7 @@ to run a job that uses [PyTorch](https://pytorch.org) to train a machine learnin
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<details>
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-This example was constructed by converting a [PyTorch tutorial on FSDP]((https://pytorch.org/tutorials/intermediate/FSDP_tutorial.html))
+This example was constructed by converting a [PyTorch tutorial on FSDP](https://pytorch.org/tutorials/intermediate/FSDP_tutorial.html)
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into a KubeFlow Trainer [notebook](./sample-jobs/pytorch-training.ipynb) that we used to generate
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the yaml for a `PyTorchJob`. The YAML generated by running the notebook was then put inside an
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`AppWrapper` using MLBatch's [awpack tool](../tools/appwrapper-packager/awpack.py) to produce the final YAML
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