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
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TAKEAWAY SKILLS
Content
1.
Getting Started with Gradio
4 Lessons
Explore Gradio for rapid prototyping and building interactive machine learning applications.
2.
Displaying Components in Gradio
6 Lessons
Explore Gradio’s components for interactive applications, enhancing user engagement and data display.
3.
Block Layouts in Gradio
6 Lessons
Explore Gradio’s layout elements for customizable, interactive machine learning applications.
4.
Interactive Components in Gradio
7 Lessons
Explore interactive Gradio components like checkboxes, dropdowns, and sliders for dynamic user engagement.
5.
Dashboarding with Gradio
5 Lessons
Explore data visualization techniques and real-time dashboards using Gradio and pandas.
6.
Deploying Machine Learning Model in Gradio
5 Lessons
Build interactive machine learning applications with Gradio, integrating data, models, and user interfaces.
7.
Chatbots with Gradio
4 Lessons
Explore chatbot creation and customization using Gradio and large language models.
8.
Integration with Hugging Face
4 Lessons
Explore Hugging Face’s features and integration with Gradio for efficient ML application development.
9.
Miscellaneous
3 Lessons
Customize themes and deploy Gradio applications for enhanced user engagement.
Certificate of Completion
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