# Week 9 - Efficient Inference

#### This week you will...

* learn about different ways of using special tokens for instruction tuning
* discuss problems in model evaluation

#### Learning Resources

{% file src="/files/08Tjn48W2XcllCLcdlj1" %}

* [Short blog](https://huggingface.co/blog/abhishek/autotrain-mixtral-dgx-cloud-local) on how to fine-tune with Hugging Face AutoTrain

#### Until next week you should...

* [x] continue working on your project and prepare the project presentation.


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