🌐 Community Tutorials (huggingface#2411)

* Add community notebooks to API documentation

* fix extension

* add table of community tutorials

* respond to feedback - fix links and split table

* add class references

* rename file and update toc

* Update docs/source/community_tutorials.md

* Update docs/source/community_tutorials.md

---------

Co-authored-by: Quentin Gallouédec <[email protected]>
Co-authored-by: Quentin Gallouédec <[email protected]>

Author: burtenshaw

docs/source/_toctree.yml

@@ -69,6 +69,8 @@
     title: Script Utilities
   title: API
 - sections:
+  - local: community_tutorials
+    title: Community Tutorials
   - local: example_overview
     title: Example Overview
   - local: sentiment_tuning

docs/source/community_tutorials.md

@@ -0,0 +1,23 @@
+# Community Tutorials
+
+Community tutorials are made by active members of the Hugging Face community that want to share their knowledge and expertise with others. They are a great way to learn about the library and its features, and to get started with core classes and modalities.
+
+# Language Models
+
+| Task                    | Class           | Description                                                                              | Author                                                         | Tutorial                                                                                                             |
+| ----------------------- | --------------- | ---------------------------------------------------------------------------------------- | -------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------- |
+| Instruction tuning      | [`SFTTrainer`]  | Fine-tuning Google Gemma LLMs using ChatML format with QLoRA                             | [Philipp Schmid](https://huggingface.co/philschmid)            | [Link](https://www.philschmid.de/fine-tune-google-gemma)                                                             |
+| Structured Generation   | [`SFTTrainer`]  | Fine-tuning Llama-2-7B to generate Persian product catalogs in JSON using QLoRA and PEFT | [Mohammadreza Esmaeilian](https://huggingface.co/Mohammadreza) | [Link](https://huggingface.co/learn/cookbook/en/fine_tuning_llm_to_generate_persian_product_catalogs_in_json_format) |
+| Preference Optimization | [`DPOTrainer`]  | Align Mistral-7b using Direct Preference Optimization for human preference alignment     | [Maxime Labonne](https://huggingface.co/mlabonne)              | [Link](https://mlabonne.github.io/blog/posts/Fine_tune_Mistral_7b_with_DPO.html)                                     |
+| Preference Optimization | [`ORPOTrainer`] | Fine-tuning Llama 3 with ORPO combining instruction tuning and preference alignment      | [Maxime Labonne](https://huggingface.co/mlabonne)              | [Link](https://mlabonne.github.io/blog/posts/2024-04-19_Fine_tune_Llama_3_with_ORPO.html)                            |
+
+# Vision Language Models
+
+| Task            | Class          | Description                                                                  | Author                                                 | Tutorial                                                             |
+| --------------- | -------------- | ---------------------------------------------------------------------------- | ------------------------------------------------------ | -------------------------------------------------------------------- |
+| Visual QA       | [`SFTTrainer`] | Fine-tuning Qwen2-VL-7B for visual question answering on ChartQA dataset     | [Sergio Paniego](https://huggingface.co/sergiopaniego) | [Link](https://huggingface.co/learn/cookbook/fine_tuning_vlm_trl)    |
+| SEO Description | [`SFTTrainer`] | Fine-tuning Qwen2-VL-7B for generating SEO-friendly descriptions from images | [Philipp Schmid](https://huggingface.co/philschmid)    | [Link](https://www.philschmid.de/fine-tune-multimodal-llms-with-trl) |
+
+## Contributing
+
+If you have a tutorial that you would like to add to this list, please open a PR to add it. We will review it and merge it if it is relevant to the community.