Kartik Ramesh issues

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                                            Kartik Ramesh

Update link to Microsoft Deep Learning book.

The current link is broken. Replaced with updated, working link.

[Bug]: benchmark_throughput.py not working with data-parallelism

### Your current environment The output of `python collect_env.py` ```text INFO 04-07 19:57:43 [__init__.py:239] Automatically detected platform cuda. Collecting environment information... PyTorch version: 2.6.0+cu124 Is debug build: False CUDA used...

bug

Don't add brackets to the session name

In the [fast dreambooth notebook](https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast-DreamBooth.ipynb) it would help to mention that brackets should not be included in the session name. Otherwise this results in a failure much later into the...