Short CourseBeginner 49 Minutes

Building Generative AI Applications with Gradio

Instructor: Apolinário Passos

Hugging Face
  • Beginner
  • 49 Minutes
  • 7 Video Lessons
  • 5 Code Examples
  • Instructor: Apolinário Passos
    • Hugging Face
    Hugging Face

What you'll learn

  • Learn how to create and demo machine learning applications quickly.

  • Build your own image generation, image captioning, and text-summarization apps.

  • Share your app with teammates, beta testers, and more on Hugging Face Spaces.

About this course

Join our new short course, Building Generative AI Applications with Gradio! Learn from Apolinário Passos, Machine Learning Art Engineer at Hugging Face.

What you’ll do:

  • With a few lines of code, create a user-friendly app (usable for non-coders)  to take input text, summarize it with an open-source large language model, and display the summary.
  • Create an app that allows the user to upload an image, which uses an image to text (image captioning) to describe the uploaded image, and display both the image and the caption in the app.
  • Create an app that takes text and generates an image with a diffusion model, then displays the generated image within the app.
  • Combine what you learned in the previous two lessons: Upload an image, caption the image, and use the caption to generate a new image.
  • Create an interface to chat with an open source LLM using Falcon, the best-ranking open source LLM on the Open LLM Leaderboard.

By the end of the course, you’ll gain the practical knowledge to rapidly build interactive apps and demos to validate your project and ship faster

Who should join?

Anyone who has basic Python knowledge and wants to learn to quickly build and share apps and demos using Gradio!

Course Outline

7 Lessons・5 Code Examples
  • Introduction

    Video1 mins

  • NLP Tasks interface

    Video with code examples14 mins

  • Image Captioning app

    Video with code examples4 mins

  • Image generation app

    Video with code examples11 mins

  • Describe and Generate Game

    Video with code examples4 mins

  • Chat with any LLM

    Video with code examples12 mins

  • Conclusion

    Video1 min

Instructor

Apolinário Passos

Apolinário Passos

Machine Learning Art Engineer at Hugging Face

Course access is free for a limited time during the DeepLearning.AI learning platform beta!

Want to learn more about Generative AI?

Keep learning with updates on curated AI news, courses, events, as well as Andrew’s thoughts from DeepLearning.AI!