For a lot of people, Machine Learning can be quite intimidating and complicated to break into. However, nowadays there are a lot of tools and communities that can help you to start your journey, by providing you with examples, demos, tutorials, and even forums where you can discuss your ideas and get help from other awesome ML practitioners. Hugging Face is one of the best ways to start getting into Open Source and practice your ML skills since this community and platform provide documentation, demos, datasets, and models that you can start using for your projects, but also developing your own ideas and publishing them. In this talk, we'll have a tour around the Hugging Face community and platform, and we will see how to use, create and deploy our models to get started in your Open Source journey!