Machine Learning with Hugging Face Bootcamp: Zero to Mastery

Learn to do Machine Learning using the Hugging Face ecosystem from scratch. This project-based course will teach you everything from training to deployment using Hugging Face. We'll start from the basics, learn real skills used by Machine Learning Engineers, and have fun along the way!

What you'll learn

• Find and load datasets with Hugging Face Datasets
• Clean, label, and batch text the simple way
• Fine-tune a small Transformer for classification
• Measure accuracy and improve step by step
• Save and share your model on the Hugging Face Hub
• Build an easy demo with Gradio
• Publish your app on Hugging Face Spaces
• Explain your projects with a clear model card

Why Is This Machine Learning with Hugging Face Bootcamp Awesome?

Because this is the most comprehensive and FUN course online for you to learn new machine learning skills using Hugging Face! It's all about getting hands-on with project-based learning, so that you'll actually deeply understand the material and be able to apply it in the real-world.

But what’s this face-hugging thing, you ask?

The good news is that we can confirm it's not the face-hugging alien from Alien.

The even better news is that Hugging Face is one of the most important ecosystems for the world of modern Machine Learning and AI. You can think of Hugging Face as the homepage of all things Machine Learning and AI!

Companies such as OpenAI, Google and Apple all share their open-source models there. Individuals can create their own profiles and begin building their ML/AI portfolios.

And it doesn’t stop there.

Hugging Face makes working with state-of-the-art AI and Machine Learning models surprisingly easy for beginners while still allowing extreme versatility for more advanced users.

You’ll learn about and utilize the full HuggingFace ecosystem, including:

• The powerful Hugging Face Transformers library for customizing machine learning models in text, computer vision, audio, video, and even a mixture of all of them with multimodal models, for both inference and training.
• The Hugging Face Datasets library to easily access and share AI datasets for Audio, Computer Vision, and Natural Language Processing (NLP) tasks.
• The Hugging Face Hub, an online platform that allows people to easily collaborate, build, and share their machine learning projects.
• And lots more!

We’ll be covering plenty of ground in this course…including writing lots of code together! Because the best way to learn is to dive in and get your hands dirty, right?

That’s why the skills and information in this course are taught through real-world projects, where you’ll customize real machine learning models with Hugging Face as the base, including text classification models, object detection models, large (and small) language models, vision language models and more!