DeepLearning.AI 2

Apolinário Passos

In this course, you will learn how to create and demo machine learning applications quickly using Gradio. You will build your own image generation, image captioning, and text-summarization apps. Additionally, you will learn to share your app with teammates, beta testers, and more on Hugging Face Spaces. By the end of the course, you will have the skills to rapidly build interactive apps and demos to validate your project and ship faster.

Building Generative AI Applications with Gradio

Learn the basics of Gradio and how it can be used to create user-friendly machine learning applications.

Introduction to Gradio

Create a user-friendly app to take input text, summarize it with an open-source large language model, and display the summary.

Text Summarization App

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.

Image Captioning App

Create an app that takes text and generates an image with a diffusion model, then displays the generated image within the app.

Image Generation 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.

Combining Apps

Create an interface to chat with an open source LLM using Falcon, the best-ranking open source LLM on the Open LLM Leaderboard.

Chat Interface with LLM

Join our new short course, Building Generative AI Applications with Gradio! Learn from Apolinário Passos, Machine Learning Art Engineer at Hugging Face. Gain practical knowledge to rapidly build interactive apps and demos to validate your project and ship faster.

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

Python Enthusiasts

Individuals looking to create and demo machine learning applications quickly.

Machine Learning Practitioners

People interested in building interactive apps and demos to validate their projects and ship faster.

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Advanced management5

Agentic AI

AI Automation & Workflows

AI Coding / Vibe Coding

AI for Designers

AI for Finance

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AI for Product Management

AI for Product Managers

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Building Generative AI Applications with Gradio

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