Machine Learning Applications in Gradio

Learn Gradio with an in-depth Gradio course to build and deploy machine learning demos, use pretrained models, and create interactive user interfaces and dashboards.

Beginner

45 Lessons

Certificate of Completion

Learn Gradio with an in-depth Gradio course to build and deploy machine learning demos, use pretrained models, and create interactive user interfaces and dashboards.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

1 Project

1 Assessment

45 Playgrounds

9 Quizzes

This course includes

1 Project

1 Assessment

45 Playgrounds

9 Quizzes

Course Overview

Gradio is an open-source Python library that simplifies the process of creating user interfaces and applications for your machine learning models. With its intuitive interface, you can easily showcase your work and deploy applications. In this course, you will be introduced to all the key features of Gradio. You will learn the tools to create a user interface dashboard and deploy your application. Next, we will look at connecting to your machine learning models or using pretrained models like OpenAI and H...Show More

TAKEAWAY SKILLS

Ui/ux Design

Interactive Real Time Web Applications

Machine Learning

Application Deployment

Proptypes

What You'll Learn

An understanding of Gradio and its application to building machine learning applications

Familiarity with the core components of Gradio

Hands-on experience building machine learning applications and dashboards using Gradio

An understanding of Hugging Face and its integration with Gradio

The ability to deploy and share Gradio applications using Hugging Face

What You'll Learn

An understanding of Gradio and its application to building machine learning applications

Course Content

Getting Started with Gradio

Explore Gradio for rapid prototyping and building interactive machine learning applications.

Introduction to the Course

Introduction to Gradio The Interface Class TabbedInterface

Displaying Components in Gradio

Explore Gradio’s components for interactive applications, enhancing user engagement and data display.

Introduction to Components Displaying Text with Gradio Advanced Text Styling with Gradio Displaying Data with Gradio Displaying Media with Gradio Quiz: Displaying Components in Gradio

Block Layouts in Gradio

Explore Gradio’s layout elements for customizable, interactive machine learning applications.

Introduction to Block Layouts Row and Column in Gradio Group in Gradio Tab in Gradio Accordion in Gradio Quiz: Block Layouts in Gradio

Interactive Components in Gradio

Explore interactive Gradio components like checkboxes, dropdowns, and sliders for dynamic user engagement.

Event Listeners with Gradio Checkbox with Gradio CheckboxGroup with Gradio Drop-Down with Gradio Slider with Gradio Buttons with Gradio Quiz: Interactive Components in Gradio

Dashboarding with Gradio

Explore data visualization techniques and real-time dashboards using Gradio and pandas.

Line Plots in Gradio Bar Plots in Gradio Real-Time Dashboards with Google Sheets Styling Options for DataFrames Quiz: Dashboarding with Gradio

Deploying Machine Learning Model in Gradio

5 Lessons

Build interactive machine learning applications with Gradio, integrating data, models, and user interfaces.

Chatbots with Gradio

4 Lessons

Explore chatbot creation and customization using Gradio and large language models.

Integration with Hugging Face

4 Lessons

Explore Hugging Face’s features and integration with Gradio for efficient ML application development.

Miscellaneous

3 Lessons

Customize themes and deploy Gradio applications for enhanced user engagement.

Building a Prediction Model in Gradio

Project

Final Assessment

Assessment

10.

Conclusion

1 Lesson

Congratulations on mastering Gradio for building interactive machine learning applications!

Course Author

Trusted by 1.4 million developers working at companies

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

Musician/Entrepeneur

Kenan Eyvazov

DevOps Engineer

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

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