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Introduction - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/1?fw=pt	## [](#introduction)Introduction [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsOiMwM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:02.673Z
Transformers, what can they do? - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/3?fw=pt	## [](#transformers-what-can-they-do)Transformers, what can they do? [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntma...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:03.574Z
Natural Language Processing - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/2?fw=pt	NLP Course documentation Natural Language Processing 3\. Fine-tuning a pretrained model 4\. Sharing models and tokenizers 5\. The 🤗 Datasets library 6\. The 🤗 Tokenizers library 9\. Building and sharing demos new ## [](#natural-language-processing)Natural Language Processing [![Ask a Question](https://img.shi...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:03.635Z
Encoder models - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/5?fw=pt	## [](#encoder-models)Encoder models [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsO...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:04.874Z
How do Transformers work? - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/4?fw=pt	## [](#how-do-transformers-work)How do Transformers work? [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:04.982Z
Decoder models - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/6?fw=pt	## [](#decoder-models)Decoder models [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsO...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:05.751Z
Sequence-to-sequence models[sequence-to-sequence-models] - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/7?fw=pt	## [](#sequencetosequence-modelssequencetosequencemodels)Sequence-to-sequence models\[sequence-to-sequence-models\] [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PH...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:05.887Z
Bias and limitations - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/8?fw=pt	3\. Fine-tuning a pretrained model 4\. Sharing models and tokenizers 5\. The 🤗 Datasets library 6\. The 🤗 Tokenizers library 9\. Building and sharing demos new ## [](#bias-and-limitations)Bias and limitations [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;b...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:06.452Z
Summary - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/9?fw=pt	## [](#summary)Summary [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsOiMwMGFlZWY7fS5...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:06.604Z
End-of-chapter quiz - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter1/10?fw=pt	3\. Fine-tuning a pretrained model 4\. Sharing models and tokenizers 5\. The 🤗 Datasets library 6\. The 🤗 Tokenizers library 9\. Building and sharing demos new ## [](#end-of-chapter-quiz)End-of-chapter quiz [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;bas...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:06.996Z
Introduction - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter0/1?fw=pt	## [](#introduction)Introduction Welcome to the Hugging Face course! This introduction will guide you through setting up a working environment. If you’re just starting the course, we recommend you first take a look at [Chapter 1](/course/chapter1), then come back and set up your environment so you can try the code you...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:07.451Z
Introduction - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter2/1?fw=pt	## [](#introduction)Introduction [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsOiMwM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:07.627Z
Models - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter2/3?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#models)Models [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZ...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:08.326Z
Behind the pipeline - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter2/2?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#behind-the-pipeline)Behind the pipeline [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzF...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:08.761Z
Tokenizers - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter2/4?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#tokenizers)Tokenizers [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntma...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:09.560Z
Handling multiple sequences - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter2/5?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#handling-multiple-sequences)Handling multiple sequences [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:09.652Z
Putting it all together - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter2/6?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#putting-it-all-together)Putting it all together [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWx...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:10.262Z
Basic usage completed! - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter2/7?fw=pt	## [](#basic-usage-completed)Basic usage completed! [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:10.408Z
End-of-chapter quiz - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter2/8?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#end-of-chapter-quiz)End-of-chapter quiz [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzF...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:10.914Z
Introduction - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter3/1?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#introduction)Introduction [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:11.451Z
Processing the data - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter3/2?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#processing-the-data)Processing the data [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzF...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:12.418Z
Fine-tuning a model with the Trainer API - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter3/3?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#fine-tuning-a-model-with-the-trainer-api)Fine-tuning a model with the Trainer API [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwN...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:12.502Z
A full training - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter3/4?fw=pt	## [](#a-full-training)A full training [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWx...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:12.683Z
Fine-tuning, Check! - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter3/5?fw=pt	![Hugging Face's logo](/front/assets/huggingface_logo-noborder.svg) Join the Hugging Face community and get access to the augmented documentation experience Collaborate on models, datasets and Spaces Faster examples with accelerated inference Switch between documentation themes [Pytorch](?fw=pt) [TensorFlow](?fw=...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:13.154Z
End-of-chapter quiz - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter3/6?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#end-of-chapter-quiz)End-of-chapter quiz [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzF...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:13.348Z
The Hugging Face Hub - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter4/1?fw=pt	3\. Fine-tuning a pretrained model 4\. Sharing models and tokenizers 5\. The 🤗 Datasets library 6\. The 🤗 Tokenizers library 9\. Building and sharing demos new ## [](#the-hugging-face-hub)The Hugging Face Hub [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;b...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:14.814Z
Using pretrained models - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter4/2?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#using-pretrained-models)Using pretrained models [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWx...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:15.954Z
Sharing pretrained models - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter4/3?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#sharing-pretrained-models)Sharing pretrained models [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXt...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:16.174Z
Building a model card - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter4/4?fw=pt	## [](#building-a-model-card)Building a model card [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:16.231Z
Part 1 completed! - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter4/5?fw=pt	## [](#part-1-completed)Part 1 completed! [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tm...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:16.566Z
End-of-chapter quiz - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter4/6?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#end-of-chapter-quiz)End-of-chapter quiz [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzF...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:16.904Z
Introduction - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter5/1?fw=pt	## [](#introduction)Introduction [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsOiMwM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:17.511Z
What if my dataset isn't on the Hub? - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter5/2?fw=pt	## [](#what-if-my-dataset-isnt-on-the-hub)What if my dataset isn't on the Hub? [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:18.400Z
Time to slice and dice - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter5/3?fw=pt	## [](#time-to-slice-and-dice)Time to slice and dice [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7f...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:18.903Z
Big data? 🤗 Datasets to the rescue! - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter5/4?fw=pt	## [](#big-data-datasets-to-the-rescue)Big data? 🤗 Datasets to the rescue! [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbH...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:19.028Z
Creating your own dataset - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter5/5?fw=pt	## [](#creating-your-own-dataset)Creating your own dataset [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:19.654Z
🤗 Datasets, check! - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter5/7?fw=pt	## [](#datasets-check)🤗 Datasets, check! [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tm...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:20.100Z
Semantic search with FAISS - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter5/6?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#semantic-search-with-faiss)Semantic search with FAISS [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:20.301Z
End-of-chapter quiz - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter5/8?fw=pt	## [](#end-of-chapter-quiz)End-of-chapter quiz [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:20.409Z
Introduction - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/1?fw=pt	## [](#introduction)Introduction [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsOiMwM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:20.960Z
Fast tokenizers in the QA pipeline - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/3b?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#fast-tokenizers-in-the-qa-pipeline)Fast tokenizers in the QA pipeline [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+P...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:21.876Z
Training a new tokenizer from an old one - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/2?fw=pt	## [](#training-a-new-tokenizer-from-an-old-one)Training a new tokenizer from an old one [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:22.061Z
Fast tokenizers' special powers - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/3?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#fast-tokenizers-special-powers)Fast tokenizers' special powers [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxl...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:22.269Z
Normalization and pre-tokenization - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/4?fw=pt	## [](#normalization-and-pre-tokenization)Normalization and pre-tokenization [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jb...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:22.989Z
Byte-Pair Encoding tokenization - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/5?fw=pt	## [](#byte-pair-encoding-tokenization)Byte-Pair Encoding tokenization [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMnt...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:23.465Z
WordPiece tokenization - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/6?fw=pt	## [](#wordpiece-tokenization)WordPiece tokenization [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7f...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:23.644Z
Unigram tokenization - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/7?fw=pt	## [](#unigram-tokenization)Unigram tokenization [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jb...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:23.912Z
Building a tokenizer, block by block - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/8?fw=pt	## [](#building-a-tokenizer-block-by-block)Building a tokenizer, block by block [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:24.535Z
Tokenizers, check! - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/9?fw=pt	![Hugging Face's logo](/front/assets/huggingface_logo-noborder.svg) Join the Hugging Face community and get access to the augmented documentation experience Collaborate on models, datasets and Spaces Faster examples with accelerated inference Switch between documentation themes ## [](#tokenizers-check)Tokenizers,...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:24.799Z
End-of-chapter quiz - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter6/10?fw=pt	## [](#end-of-chapter-quiz)End-of-chapter quiz [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:24.947Z
Introduction - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter7/1?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#introduction)Introduction [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:26.397Z
Token classification - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter7/2?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#token-classification)Token classification [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:28.281Z
Fine-tuning a masked language model - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter7/3?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#fine-tuning-a-masked-language-model)Fine-tuning a masked language model [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:28.507Z
Translation - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter7/4?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#translation)Translation [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMnt...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:28.863Z
Training a causal language model from scratch - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter7/6?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#training-a-causal-language-model-from-scratch)Training a causal language model from scratch [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTE...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:30.427Z
Summarization - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter7/5?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#summarization)Summarization [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:30.734Z
Question answering - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter7/7?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#question-answering)Question answering [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:31.159Z
Mastering NLP - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter7/8?fw=pt	## [](#mastering-nlp)Mastering NLP [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsOiM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:31.623Z
End-of-chapter quiz - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter7/9?fw=pt	3\. Fine-tuning a pretrained model 4\. Sharing models and tokenizers 5\. The 🤗 Datasets library 6\. The 🤗 Tokenizers library 9\. Building and sharing demos new [Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#end-of-chapter-quiz)End-of-chapter quiz [![Ask a Question](https://img.shields.io/badge/Ask%20a%20questio...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:31.736Z
Introduction - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter8/1?fw=pt	## [](#introduction)Introduction [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsOiMwM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:32.305Z
What to do when you get an error - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter8/2?fw=pt	## [](#what-to-do-when-you-get-an-error)What to do when you get an error [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:33.485Z
Asking for help on the forums - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter8/3?fw=pt	## [](#asking-for-help-on-the-forums)Asking for help on the forums [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWx...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:33.589Z
Debugging the training pipeline - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter8/4?fw=pt	[Pytorch](?fw=pt) [TensorFlow](?fw=tf) ## [](#debugging-the-training-pipeline)Debugging the training pipeline [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWx...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:33.870Z
How to write a good issue - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter8/5?fw=pt	## [](#how-to-write-a-good-issue)How to write a good issue [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:34.096Z
Part 2 completed! - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter8/6?fw=pt	## [](#part-2-completed)Part 2 completed! [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tm...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:34.374Z
End-of-chapter quiz - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter8/7?fw=pt	## [](#end-of-chapter-quiz)End-of-chapter quiz [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:34.509Z
Introduction to Gradio - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter9/1?fw=pt	## [](#introduction-to-gradio)Introduction to Gradio [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7f...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:36.312Z
Understanding the Interface class - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter9/3?fw=pt	## [](#understanding-the-interface-class)Understanding the Interface class [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:37.994Z
Sharing demos with others - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter9/4?fw=pt	## [](#sharing-demos-with-others)Sharing demos with others [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:38.118Z
Building your first demo - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter9/2?fw=pt	## [](#building-your-first-demo)Building your first demo [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5Y...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:38.176Z
Integrations with the Hugging Face Hub - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter9/5?fw=pt	## [](#integrations-with-the-hugging-face-hub)Integrations with the Hugging Face Hub [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:38.256Z
Gradio, check! - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter9/8?fw=pt	## [](#gradio-check)Gradio, check! [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHMtM3tmaWxsOiM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:39.247Z
End-of-chapter quiz - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter9/9?fw=pt	## [](#end-of-chapter-quiz)End-of-chapter quiz [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiNmZmY5YWU7fS5jbHM...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:39.397Z
Advanced Interface features - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter9/6?fw=pt	## [](#advanced-interface-features)Advanced Interface features [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWxsOiN...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:39.882Z
Introduction to Gradio Blocks - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/chapter9/7?fw=pt	## [](#introduction-to-gradio-blocks)Introduction to Gradio Blocks [![Ask a Question](https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgLTEgMTA0IDEwNiI+PGRlZnM+PHN0eWxlPi5jbHMtMXtmaWxsOiMyMzFmMjA7fS5jbHMtMntmaWx...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:40.025Z
Live sessions and workshops - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/events/1?fw=pt	NLP Course documentation Live sessions and workshops 3\. Fine-tuning a pretrained model 4\. Sharing models and tokenizers 5\. The 🤗 Datasets library 6\. The 🤗 Tokenizers library 9\. Building and sharing demos new ## [](#live-sessions-and-workshops)Live sessions and workshops For the release of parts 1 and 2 o...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:41.011Z
Gradio Blocks Party - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/events/3?fw=pt	## [](#gradio-blocks-party)Gradio Blocks Party Along with the release of the Gradio chapter of the course, Hugging Face hosted a community event on building cool machine learning demos using the new Gradio Blocks feature. You can find all the demos that the community created under the [`Gradio-Blocks`](https://huggin...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:42.821Z
Part 2 Release Event - Hugging Face NLP Course	https://huggingface.co/learn/nlp-course/events/2?fw=pt	## [](#part-2-release-event)Part 2 Release Event For the release of part 2 of the course, we organized a live event with two days of talks before a fine-tuning sprint. If you missed it, you can catch up with the talks which are all listed below! ## [](#day-1-a-high-level-view-of-transformers-and-how-to-train-them)Day...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T20:00:44.492Z
🤗 Transformers	https://huggingface.co/docs/transformers/index	## [](#transformers)🤗 Transformers State-of-the-art Machine Learning for [PyTorch](https://pytorch.org/), [TensorFlow](https://www.tensorflow.org/), and [JAX](https://jax.readthedocs.io/en/latest/). 🤗 Transformers provides APIs and tools to easily download and train state-of-the-art pretrained models. Using pretrai...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:03.278Z
Quick tour	https://huggingface.co/docs/transformers/quicktour	Get up and running with 🤗 Transformers! Whether you’re a developer or an everyday user, this quick tour will help you get started and show you how to use the [pipeline()](/docs/transformers/v4.30.0/en/main_classes/pipelines#transformers.pipeline) for inference, load a pretrained model and preprocessor with an [AutoCla...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:04.759Z
Installation	https://huggingface.co/docs/transformers/installation	Install 🤗 Transformers for whichever deep learning library you’re working with, setup your cache, and optionally configure 🤗 Transformers to run offline. 🤗 Transformers is tested on Python 3.6+, PyTorch 1.1.0+, TensorFlow 2.0+, and Flax. Follow the installation instructions below for the deep learning library you a...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:04.865Z
Load pretrained instances with an AutoClass	https://huggingface.co/docs/transformers/autoclass_tutorial	With so many different Transformer architectures, it can be challenging to create one for your checkpoint. As a part of 🤗 Transformers core philosophy to make the library easy, simple and flexible to use, an `AutoClass` automatically infer and load the correct architecture from a given checkpoint. The `from_pretrained...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:05.500Z
Pipelines for inference	https://huggingface.co/docs/transformers/pipeline_tutorial	The [pipeline()](/docs/transformers/v4.30.0/en/main_classes/pipelines#transformers.pipeline) makes it simple to use any model from the [Hub](https://huggingface.co/models) for inference on any language, computer vision, speech, and multimodal tasks. Even if you don’t have experience with a specific modality or aren’t f...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:05.853Z
Preprocess	https://huggingface.co/docs/transformers/preprocessing	Before you can train a model on a dataset, it needs to be preprocessed into the expected model input format. Whether your data is text, images, or audio, they need to be converted and assembled into batches of tensors. 🤗 Transformers provides a set of preprocessing classes to help prepare your data for the model. In t...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:06.595Z
Fine-tune a pretrained model	https://huggingface.co/docs/transformers/training	## [](#train-a-tensorflow-model-with-keras)Train a TensorFlow model with Keras You can also train 🤗 Transformers models in TensorFlow with the Keras API! ### [](#loading-data-for-keras)Loading data for Keras When you want to train a 🤗 Transformers model with the Keras API, you need to convert your dataset to a for...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:07.444Z
Train with a script	https://huggingface.co/docs/transformers/run_scripts	Along with the 🤗 Transformers [notebooks](./noteboks/README), there are also example scripts demonstrating how to train a model for a task with [PyTorch](https://github.com/huggingface/transformers/tree/main/examples/pytorch), [TensorFlow](https://github.com/huggingface/transformers/tree/main/examples/tensorflow), or ...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:07.551Z
Distributed training with 🤗 Accelerate	https://huggingface.co/docs/transformers/accelerate	As models get bigger, parallelism has emerged as a strategy for training larger models on limited hardware and accelerating training speed by several orders of magnitude. At Hugging Face, we created the [🤗 Accelerate](https://huggingface.co/docs/accelerate) library to help users easily train a 🤗 Transformers model on...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:08.150Z
Share a model	https://huggingface.co/docs/transformers/model_sharing	The last two tutorials showed how you can fine-tune a model with PyTorch, Keras, and 🤗 Accelerate for distributed setups. The next step is to share your model with the community! At Hugging Face, we believe in openly sharing knowledge and resources to democratize artificial intelligence for everyone. We encourage you ...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:08.698Z
Transformers Agent	https://huggingface.co/docs/transformers/transformers_agents	## [](#transformers-agent)Transformers Agent Transformers Agent is an experimental API which is subject to change at any time. Results returned by the agents can vary as the APIs or underlying models are prone to change. Transformers version v4.29.0, building on the concept of _tools_ and _agents_. You can play with ...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:09.363Z
Use tokenizers from 🤗 Tokenizers	https://huggingface.co/docs/transformers/fast_tokenizers	Transformers documentation Use tokenizers from 🤗 Tokenizers Natural Language Processing Performance and scalability Reinforcement learning models The [PreTrainedTokenizerFast](/docs/transformers/v4.30.0/en/main_classes/tokenizer#transformers.PreTrainedTokenizerFast) depends on the [🤗 Tokenizers](https://huggingf...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:09.581Z
Multilingual models for inference	https://huggingface.co/docs/transformers/multilingual	There are several multilingual models in 🤗 Transformers, and their inference usage differs from monolingual models. Not _all_ multilingual model usage is different though. Some models, like [bert-base-multilingual-uncased](https://huggingface.co/bert-base-multilingual-uncased), can be used just like a monolingual mode...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:10.267Z
Text generation strategies	https://huggingface.co/docs/transformers/generation_strategies	Text generation is essential to many NLP tasks, such as open-ended text generation, summarization, translation, and more. It also plays a role in a variety of mixed-modality applications that have text as an output like speech-to-text and vision-to-text. Some of the models that can generate text include GPT2, XLNet, Op...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:10.444Z
Create a custom architecture	https://huggingface.co/docs/transformers/create_a_model	An [`AutoClass`](model_doc/auto) automatically infers the model architecture and downloads pretrained configuration and weights. Generally, we recommend using an `AutoClass` to produce checkpoint-agnostic code. But users who want more control over specific model parameters can create a custom 🤗 Transformers model from...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:11.143Z
Sharing custom models	https://huggingface.co/docs/transformers/custom_models	The 🤗 Transformers library is designed to be easily extensible. Every model is fully coded in a given subfolder of the repository with no abstraction, so you can easily copy a modeling file and tweak it to your needs. If you are writing a brand new model, it might be easier to start from scratch. In this tutorial, we...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:11.269Z
Run training on Amazon SageMaker	https://huggingface.co/docs/transformers/sagemaker	Transformers documentation Run training on Amazon SageMaker [105,251](https://github.com/huggingface/transformers) Get started [🤗 Transformers](/docs/transformers/index) [Quick tour](/docs/transformers/quicktour) [Installation](/docs/transformers/installation) Tutorials [Run inference with pipelines](/docs/trans...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:12.402Z
Export to ONNX	https://huggingface.co/docs/transformers/serialization	Deploying 🤗 Transformers models in production environments often requires, or can benefit from exporting the models into a serialized format that can be loaded and executed on specialized runtimes and hardware. 🤗 Optimum is an extension of Transformers that enables exporting models from PyTorch or TensorFlow to seri...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:12.492Z
Export to TFLite	https://huggingface.co/docs/transformers/tflite	[TensorFlow Lite](https://www.tensorflow.org/lite/guide) is a lightweight framework for deploying machine learning models on resource-constrained devices, such as mobile phones, embedded systems, and Internet of Things (IoT) devices. TFLite is designed to optimize and run models efficiently on these devices with limite...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:12.602Z
Export to TorchScript	https://huggingface.co/docs/transformers/torchscript	This is the very beginning of our experiments with TorchScript and we are still exploring its capabilities with variable-input-size models. It is a focus of interest to us and we will deepen our analysis in upcoming releases, with more code examples, a more flexible implementation, and benchmarks comparing Python-based...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:13.162Z
🤗 Transformers Notebooks	https://huggingface.co/docs/transformers/notebooks	## [](#transformers-notebooks)🤗 Transformers Notebooks You can find here a list of the official notebooks provided by Hugging Face. Also, we would like to list here interesting content created by the community. If you wrote some notebook(s) leveraging 🤗 Transformers and would like be listed here, please open a Pull...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:13.820Z
Benchmarks	https://huggingface.co/docs/transformers/benchmarks	Hugging Face’s Benchmarking tools are deprecated and it is advised to use external Benchmarking libraries to measure the speed and memory complexity of Transformer models. Let’s take a look at how 🤗 Transformers models can be benchmarked, best practices, and already available benchmarks. A notebook explaining in mor...	<!DOCTYPE html><html class=""><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no"> <meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science."> <meta property="fb:...	2023-06-27T19:52:13.977Z

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