Gradio Notebook in Hugging Face Spaces

Javier Calderon Jr
4 min readFeb 15, 2024



The quest for more accessible, interactive, and collaborative tools has led to the creation of Gradio Notebook. This groundbreaking innovation transforms the way developers and researchers interact with AI models, making it simpler to deploy, share, and experiment with interactive notebook user experiences directly on Hugging Face Spaces. Gradio Notebook emerges as a beacon of innovation, streamlining the bridge between complex AI models and user-friendly interfaces.

The Genesis of Gradio Notebook

Gradio Notebook is not just a tool; it’s a paradigm shift in AI model interaction and presentation. Developed by Lastmile AI, this custom component leverages the power and flexibility of Hugging Face Spaces, a platform known for its extensive repository of machine learning models and datasets. The Gradio Notebook template, available on GitHub, and its detailed documentation on the Lastmile AI dev site, serve as the foundation for deploying interactive notebooks that breathe life into static models with dynamic, engaging UX elements.

  1. Interactive Notebook UX on Hugging Face Spaces: Gradio Notebook introduces an interactive notebook user experience that integrates seamlessly with Hugging Face Spaces. This feature allows developers to create and share live demos of their AI models without the need for extensive web development skills. Users can interact with the models in real-time, tweaking inputs to see outputs instantaneously, which significantly enhances understanding and engagement.
  2. Ease of Deployment: The simplicity of deploying a Gradio Notebook is one of its standout features. With just a few clicks, researchers and developers can bring their models to a broader audience. This ease of deployment democratizes access to AI technologies, enabling individuals and teams of all sizes to showcase their work on a global stage.
  3. Collaboration and Sharing: Collaboration is at the heart of innovation. Gradio Notebook fosters a collaborative environment by making it easy for users to share their interactive notebooks. Whether it’s for educational purposes, research collaboration, or gathering feedback from the community, this tool facilitates a more connected AI ecosystem.
  4. Extensible and Customizable: Flexibility is key in the world of AI and machine learning. Gradio Notebook is designed to be both extensible and customizable, allowing developers to tailor the interface and functionality to their specific needs. This adaptability ensures that a wide range of projects, from simple demonstrations to complex interactive tutorials, can be accommodated.
  5. Enhanced Accessibility and Engagement: By transforming static models into interactive experiences, Gradio Notebook significantly enhances accessibility and engagement. This approach lowers the barriers to entry for non-experts, making AI more approachable and understandable to a broader audience.


Gradio Notebook stands as a testament to the power of innovation in making AI more accessible, interactive, and collaborative. Its integration into Hugging Face Spaces opens up new avenues for sharing and engaging with AI models, breaking down barriers and fostering a community of shared knowledge and exploration. As we look to the future, the potential of Gradio Notebook to revolutionize the way we interact with AI is boundless. It invites us to imagine a world where AI is not just a tool for the few but a shared resource that empowers everyone to contribute to the tapestry of technological advancement. The journey of Gradio Notebook is just beginning, and its impact on the AI community will undoubtedly be profound and enduring.



Javier Calderon Jr

CTO, Tech Entrepreneur, Mad Scientist, that has a passion to Innovate Solutions that specializes in Web3, Artificial Intelligence, and Cyber Security