# Course

## Docs

- [End-of-chapter quiz[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/chapter7/9.md)
- [Summarization[[summarization]]](https://huggingface.co/learn/course/chapter7/5.md)
- [Introduction[[introduction]]](https://huggingface.co/learn/course/chapter7/1.md)
- [Fine-tuning a masked language model[[fine-tuning-a-masked-language-model]]](https://huggingface.co/learn/course/chapter7/3.md)
- [Training a causal language model from scratch[[training-a-causal-language-model-from-scratch]]](https://huggingface.co/learn/course/chapter7/6.md)
- [Mastering LLMs[[mastering-llms]]](https://huggingface.co/learn/course/chapter7/8.md)
- [Translation[[translation]]](https://huggingface.co/learn/course/chapter7/4.md)
- [Question answering[[question-answering]]](https://huggingface.co/learn/course/chapter7/7.md)
- [Token classification[[token-classification]]](https://huggingface.co/learn/course/chapter7/2.md)
- [Part 1 completed![[part-1-completed]]](https://huggingface.co/learn/course/chapter4/5.md)
- [The Hugging Face Hub[[the-hugging-face-hub]]](https://huggingface.co/learn/course/chapter4/1.md)
- [Sharing pretrained models[[sharing-pretrained-models]]](https://huggingface.co/learn/course/chapter4/3.md)
- [End-of-chapter quiz[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/chapter4/6.md)
- [Building a model card[[building-a-model-card]]](https://huggingface.co/learn/course/chapter4/4.md)
- [Using pretrained models[[using-pretrained-models]]](https://huggingface.co/learn/course/chapter4/2.md)
- [Practical Exercise: Fine-tune a model with GRPO](https://huggingface.co/learn/course/chapter12/5.md)
- [Open R1 for Students](https://huggingface.co/learn/course/chapter12/1.md)
- [Understanding the DeepSeek R1 Paper](https://huggingface.co/learn/course/chapter12/3.md)
- [Practical Exercise: GRPO with Unsloth](https://huggingface.co/learn/course/chapter12/6.md)
- [Advanced Understanding of Group Relative Policy Optimization (GRPO) in DeepSeekMath](https://huggingface.co/learn/course/chapter12/3a.md)
- [Implementing GRPO in TRL](https://huggingface.co/learn/course/chapter12/4.md)
- [Coming soon...](https://huggingface.co/learn/course/chapter12/7.md)
- [Introduction to Reinforcement Learning and its Role in LLMs](https://huggingface.co/learn/course/chapter12/2.md)
- [Understanding Learning Curves[[understanding-learning-curves]]](https://huggingface.co/learn/course/chapter3/5.md)
- [Introduction[[introduction]]](https://huggingface.co/learn/course/chapter3/1.md)
- [Fine-tuning a model with the Trainer API[[fine-tuning-a-model-with-the-trainer-api]]](https://huggingface.co/learn/course/chapter3/3.md)
- [Fine-tuning, Check![[fine-tuning-check]]](https://huggingface.co/learn/course/chapter3/6.md)
- [A full training loop[[a-full-training]]](https://huggingface.co/learn/course/chapter3/4.md)
- [End-of-chapter Certificate](https://huggingface.co/learn/course/chapter3/7.md)
- [Processing the data[[processing-the-data]]](https://huggingface.co/learn/course/chapter3/2.md)
- [Use your annotated dataset[[use-your-annotated-dataset]]](https://huggingface.co/learn/course/chapter10/5.md)
- [Introduction to Argilla[[introduction-to-argilla]]](https://huggingface.co/learn/course/chapter10/1.md)
- [Load your dataset to Argilla[[load-your-dataset-to-argilla]]](https://huggingface.co/learn/course/chapter10/3.md)
- [Argilla, check![[argilla-check]]](https://huggingface.co/learn/course/chapter10/6.md)
- [Annotate your dataset[[annotate-your-dataset]]](https://huggingface.co/learn/course/chapter10/4.md)
- [End-of-chapter quiz[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/chapter10/7.md)
- [Set up your Argilla instance[[set-up-your-argilla-instance]]](https://huggingface.co/learn/course/chapter10/2.md)
- [How to write a good issue[[how-to-write-a-good-issue]]](https://huggingface.co/learn/course/chapter8/5.md)
- [Introduction[[introduction]]](https://huggingface.co/learn/course/chapter8/1.md)
- [Asking for help on the forums[[asking-for-help-on-the-forums]]](https://huggingface.co/learn/course/chapter8/3.md)
- [Part 2 completed![[part-2-completed]]](https://huggingface.co/learn/course/chapter8/6.md)
- [Debugging the training pipeline[[debugging-the-training-pipeline]]](https://huggingface.co/learn/course/chapter8/4.md)
- [End-of-chapter quiz[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/chapter8/7.md)
- [Debugging the training pipeline[[debugging-the-training-pipeline]]](https://huggingface.co/learn/course/chapter8/4_tf.md)
- [What to do when you get an error[[what-to-do-when-you-get-an-error]]](https://huggingface.co/learn/course/chapter8/2.md)
- [End-of-chapter quiz[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/chapter9/9.md)
- [Integrations with the Hugging Face Hub[[integrations-with-the-hugging-face-hub]]](https://huggingface.co/learn/course/chapter9/5.md)
- [Introduction to Gradio[[introduction-to-gradio]]](https://huggingface.co/learn/course/chapter9/1.md)
- [Understanding the Interface class[[understanding-the-interface-class]]](https://huggingface.co/learn/course/chapter9/3.md)
- [Advanced Interface features[[advanced-interface-features]]](https://huggingface.co/learn/course/chapter9/6.md)
- [Gradio, check![[gradio-check]]](https://huggingface.co/learn/course/chapter9/8.md)
- [Sharing demos with others[[sharing-demos-with-others]]](https://huggingface.co/learn/course/chapter9/4.md)
- [Introduction to Gradio Blocks[[introduction-to-gradio-blocks]]](https://huggingface.co/learn/course/chapter9/7.md)
- [Building your first demo[[building-your-first-demo]]](https://huggingface.co/learn/course/chapter9/2.md)
- [Live sessions and workshops[[live-sessions-and-workshops]]](https://huggingface.co/learn/course/events/1.md)
- [Gradio Blocks Party[[gradio-blocks-party]]](https://huggingface.co/learn/course/events/3.md)
- [Part 2 Release Event[[part-2-release-event]]](https://huggingface.co/learn/course/events/2.md)
- [Tokenizers, check![[tokenizers-check]]](https://huggingface.co/learn/course/chapter6/9.md)
- [Byte-Pair Encoding tokenization[[byte-pair-encoding-tokenization]]](https://huggingface.co/learn/course/chapter6/5.md)
- [Introduction[[introduction]]](https://huggingface.co/learn/course/chapter6/1.md)
- [Fast tokenizers' special powers[[fast-tokenizers-special-powers]]](https://huggingface.co/learn/course/chapter6/3.md)
- [WordPiece tokenization[[wordpiece-tokenization]]](https://huggingface.co/learn/course/chapter6/6.md)
- [End-of-chapter quiz[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/chapter6/10.md)
- [Building a tokenizer, block by block[[building-a-tokenizer-block-by-block]]](https://huggingface.co/learn/course/chapter6/8.md)
- [Normalization and pre-tokenization[[normalization-and-pre-tokenization]]](https://huggingface.co/learn/course/chapter6/4.md)
- [Unigram tokenization[[unigram-tokenization]]](https://huggingface.co/learn/course/chapter6/7.md)
- [Fast tokenizers in the QA pipeline[[fast-tokenizers-in-the-qa-pipeline]]](https://huggingface.co/learn/course/chapter6/3b.md)
- [Training a new tokenizer from an old one[[training-a-new-tokenizer-from-an-old-one]]](https://huggingface.co/learn/course/chapter6/2.md)
- [Evaluation](https://huggingface.co/learn/course/chapter11/5.md)
- [Supervised Fine-Tuning](https://huggingface.co/learn/course/chapter11/1.md)
- [Supervised Fine-Tuning](https://huggingface.co/learn/course/chapter11/3.md)
- [Conclusion](https://huggingface.co/learn/course/chapter11/6.md)
- [LoRA (Low-Rank Adaptation)](https://huggingface.co/learn/course/chapter11/4.md)
- [Exam Time!](https://huggingface.co/learn/course/chapter11/7.md)
- [Chat Templates](https://huggingface.co/learn/course/chapter11/2.md)
- [Creating your own dataset[[creating-your-own-dataset]]](https://huggingface.co/learn/course/chapter5/5.md)
- [Introduction[[introduction]]](https://huggingface.co/learn/course/chapter5/1.md)
- [Time to slice and dice[[time-to-slice-and-dice]]](https://huggingface.co/learn/course/chapter5/3.md)
- [Semantic search with FAISS[[semantic-search-with-faiss]]](https://huggingface.co/learn/course/chapter5/6.md)
- [End-of-chapter quiz[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/chapter5/8.md)
- [Big data? 🤗 Datasets to the rescue![[big-data-datasets-to-the-rescue]]](https://huggingface.co/learn/course/chapter5/4.md)
- [🤗 Datasets, check![[datasets-check]]](https://huggingface.co/learn/course/chapter5/7.md)
- [What if my dataset isn't on the Hub?[[what-if-my-dataset-isnt-on-the-hub]]](https://huggingface.co/learn/course/chapter5/2.md)
- [End-of-chapter quiz[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/chapter2/9.md)
- [Handling multiple sequences[[handling-multiple-sequences]]](https://huggingface.co/learn/course/chapter2/5.md)
- [Introduction[[introduction]]](https://huggingface.co/learn/course/chapter2/1.md)
- [Models[[the-models]]](https://huggingface.co/learn/course/chapter2/3.md)
- [Putting it all together[[putting-it-all-together]]](https://huggingface.co/learn/course/chapter2/6.md)
- [Optimized Inference Deployment](https://huggingface.co/learn/course/chapter2/8.md)
- [Tokenizers[[tokenizers]]](https://huggingface.co/learn/course/chapter2/4.md)
- [Basic usage completed![[basic-usage-completed]]](https://huggingface.co/learn/course/chapter2/7.md)
- [Behind the pipeline[[behind-the-pipeline]]](https://huggingface.co/learn/course/chapter2/2.md)
- [Introduction[[introduction]]](https://huggingface.co/learn/course/chapter0/1.md)
- [Bias and limitations[[bias-and-limitations]]](https://huggingface.co/learn/course/chapter1/9.md)
- [How 🤗 Transformers solve tasks](https://huggingface.co/learn/course/chapter1/5.md)
- [Introduction[[introduction]]](https://huggingface.co/learn/course/chapter1/1.md)
- [Transformers, what can they do?[[transformers-what-can-they-do]]](https://huggingface.co/learn/course/chapter1/3.md)
- [Transformer Architectures[[transformer-architectures]]](https://huggingface.co/learn/course/chapter1/6.md)
- [Summary[[summary]]](https://huggingface.co/learn/course/chapter1/10.md)
- [Deep dive into Text Generation Inference with LLMs[[inference-with-llms]]](https://huggingface.co/learn/course/chapter1/8.md)
- [How do Transformers work?[[how-do-transformers-work]]](https://huggingface.co/learn/course/chapter1/4.md)
- [Ungraded quiz[[ungraded-quiz]]](https://huggingface.co/learn/course/chapter1/7.md)
- [Exam Time!](https://huggingface.co/learn/course/chapter1/11.md)
- [Natural Language Processing and Large Language Models[[natural-language-processing-and-large-language-models]]](https://huggingface.co/learn/course/chapter1/2.md)
