🤗 Education Toolkit

Would you like to find the tutorials in other languages? You can find all the translations here!

Our Tutorials Catalog

1️⃣ A Tour through the Hugging Face Hub

In this tutorial, you get to:

• Explore the over 30,000 models shared in the Hub.
• Learn efficient ways to find the right model and datasets for your own task.
• Learn how to contribute and work collaboratively in your ML workflows

Duration: 20-40 minutes

👉 click here to access the tutorial or 👩‍🏫 the lecture slides.

2️⃣ Build and Host Machine Learning Demos with Gradio & Hugging Face

In this tutorial, you get to:

• Explore ML demos created by the community.
• Build a quick demo for your machine learning model in Python using the gradio library
• Host the demos for free with Hugging Face Spaces
• Add your demo to the Hugging Face org for your class or conference

Duration: 20-40 minutes

👉 click here to access the tutorial or 👩‍🏫 the lecture slides.

3️⃣ Getting Started with Transformers

In this tutorial, you get to:

• Transformer neural networks can be used to tackle a wide range of tasks in natural language processing and beyond.
• Transfer learning allows one to adapt Transformers to specific tasks.
• The pipeline() function from the transformers library can be used to run inference with models from the Hugging Face Hub.

This tutorial is based on the first of our O'Reilly book Natural Language Processing with Transformers - check it out if you want to dive deeper into the topic!

Duration: 30-45 minutes

👉 click here to access the tutorial

👉 click here to access hands-on Transformers exercices

4️⃣ 🧨 diffusers for Democratizing Diffusion Models

In this tutorial, you get to know about:

• Diffusion models
• Various use cases of diffusion models
• How to use the diffusers library to use pre-trained state-of-the-art diffusion models

Duration: 30-45 minutes

👉 click here to access the slides

Our Teaching Guide: A Tour Through The 🤗 Hub & Gradio

In this video, Nate and Lewis give you a guided tour of Transformers and transfer learning, along with an overview of Hugging Face's open science efforts and tools that enable people to work collaboratively in their Machine Learning projects.

Other resources to learn your way!

The 🤗 NLP Course

We provide a course (free and without ads) that teaches you about natural language processing (NLP) using libraries from the Hugging Face ecosystem.

👉 click here to access the 🤗 Course

The 🤗 Gradio Course

We provide a course (free and without ads) that teaches you how to build interactive demos for your machine learning models using libraries from the Hugging Face ecosystem.

👉 click here to access the 🤗 Course

The 🤗 RL Course

We provide a course (free and without ads) that teaches you about Deep Reinforcement Learning using libraries from the Hugging Face ecosystem.

👉 click here to access the 🤗 Course

The Sentence Transformers educational material

We provide several tutorials on one of the most powerful libraries for industrial and academic applications. Sentence Transformers allows you to create state-of-the-art embeddings from images and text for free.