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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.

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Overview

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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 Hugging Face. Finally, you will have the opportunity to get hands-on experience by building your application. After completing this course, you can rapidly build demos of machine learning models and leverage powerful existing models. As AI and ML applications continue to gain traction, mastering Gradio is an invaluable skill that can set you apart in the field.

Gradio is an open-source Python library that simplifies the process of creating user interfaces and applications for your machin...Show More

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

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

TAKEAWAY SKILLS

UI/UX Design

Interactive Real-time Web Applications

Machine Learning

Application Deployment

Proptypes

Content

45 Lessons1 Project9 Quizzes1 Assessment

Getting Started with Gradio

4 Lessons

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

6 Lessons

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

6 Lessons

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

7 Lessons

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

5 Lessons

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.

Preparing Training Data and Models

Creating UI for Modeling Inputs

Define Prediction Functions

Putting It All Together

Quiz: Deploying Machine Learning Model in Gradio

Chatbots with Gradio

4 Lessons

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

ChatInterface

Harnessing Large Language Models with Gradio

Further Customization with Chatbot

Quiz: Chatbots with Gradio

Integration with Hugging Face

4 Lessons

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

Introduction to Hugging Face

Navigating in Hugging Face

Hugging Face Integration with Gradio

Quiz: Integration with Hugging Face

Miscellaneous

3 Lessons

Customize themes and deploy Gradio applications for enhanced user engagement.

Themes

Deploying Gradio Applications

Quiz: Miscellaneous

Building a Prediction Model in Gradio

Project

Final Assessment

Assessment

10.

Conclusion

1 Lessons

Congratulations on mastering Gradio for building interactive machine learning applications!

Wrap Up

Certificate of Completion

Showcase your accomplishment by sharing your certificate of completion.

Course Author:

Jeffrey Lee

Developed by MAANG Engineers

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Build prompt engineering skills. Practice implementing AI-informed solutions.

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AI Code Mentor

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Frequently Asked Questions

What is Gradio used for?

Gradio is used to quickly create customizable web interfaces for machine learning models, allowing users to easily interact with and test models through a simple and intuitive user interface.

Is Gradio free to use?

Yes, Gradio is free to use as it is an open-source library, allowing developers to create and deploy web interfaces for their machine learning models without incurring any licensing costs.