Course Overview

Learn how to bring generative AI to life by building powerful, real-world applications in just a few lines of code.

In this hands-on, fast-paced course, you’ll master the art of creating interactive generative AI apps using Gradio, an intuitive Python-based UI framework. Whether you're looking to prototype AI tools, demonstrate machine learning models, or deploy user-friendly interfaces for your LLMs and vision models — this course gives you the skills to build, test, and share your own AI-powered applications with ease.

Through guided projects, you’ll develop fully functional apps for text summarization, image captioning, text-to-image generation, and even interactive LLM chatbots — all using cutting-edge open-source tools like Hugging Face and Falcon.

By the end of this course, you’ll not only understand how to integrate models into practical apps, but also how to present and validate your AI projects in the real world.

Who This Course is For

Developers with basic Python knowledge looking to build front-end demos for machine learning models

Developers with basic Python knowledge looking to build front-end demos for machine learning models

Developers with basic Python knowledge looking to build front-end demos for machine learning models

AI enthusiasts and learners ready to move from theory to real-world application

AI enthusiasts and learners ready to move from theory to real-world application

AI enthusiasts and learners ready to move from theory to real-world application

Professionals seeking to create internal tools, beta test apps, or pitch prototypes to clients or teams

Professionals seeking to create internal tools, beta test apps, or pitch prototypes to clients or teams

Professionals seeking to create internal tools, beta test apps, or pitch prototypes to clients or teams

Founders or product builders exploring AI-driven MVPs

Founders or product builders exploring AI-driven MVPs

Founders or product builders exploring AI-driven MVPs

What You'll Learn

How to quickly prototype and deploy AI applications with clean, intuitive UIs using Gradio

How to quickly prototype and deploy AI applications with clean, intuitive UIs using Gradio

How to quickly prototype and deploy AI applications with clean, intuitive UIs using Gradio

Integration of open-source LLMs and diffusion models to create functional, interactive experiences

Integration of open-source LLMs and diffusion models to create functional, interactive experiences

Integration of open-source LLMs and diffusion models to create functional, interactive experiences

How to summarize text, generate captions from images, and create images from text prompts

How to summarize text, generate captions from images, and create images from text prompts

How to summarize text, generate captions from images, and create images from text prompts

Ways to build multi-step applications that combine multiple AI capabilities

Ways to build multi-step applications that combine multiple AI capabilities

Ways to build multi-step applications that combine multiple AI capabilities

How to deploy and share applications on Hugging Face Spaces for seamless collaboration and showcasing

How to deploy and share applications on Hugging Face Spaces for seamless collaboration and showcasing

How to deploy and share applications on Hugging Face Spaces for seamless collaboration and showcasing

Key Features

No frontend or UI design experience required

No frontend or UI design experience required

No frontend or UI design experience required

Uses only Python (basic-level knowledge sufficient)

Uses only Python (basic-level knowledge sufficient)

Uses only Python (basic-level knowledge sufficient)

Build 5+ real applications using actual production-grade models

Build 5+ real applications using actual production-grade models

Build 5+ real applications using actual production-grade models

Direct deployment to Hugging Face Spaces

Direct deployment to Hugging Face Spaces

Direct deployment to Hugging Face Spaces

Ideal for hackathons, MVPs, internal tools, or product demos

Ideal for hackathons, MVPs, internal tools, or product demos

Ideal for hackathons, MVPs, internal tools, or product demos

Course Breakdown

Lesson 1 - Introduction to Generative AI App Building

Lesson 1 - Introduction to Generative AI App Building

Lesson 1 - Introduction to Generative AI App Building

Course overview

Course overview

Course overview

Course overview

Tools used (Gradio, Hugging Face, Falcon, Diffusion Models)

Tools used (Gradio, Hugging Face, Falcon, Diffusion Models)

Tools used (Gradio, Hugging Face, Falcon, Diffusion Models)

Tools used (Gradio, Hugging Face, Falcon, Diffusion Models)

Real-world use cases of Generative AI apps

Real-world use cases of Generative AI apps

Real-world use cases of Generative AI apps

Real-world use cases of Generative AI apps

Lesson 2 - Building Your First NLP App

Lesson 2 - Building Your First NLP App

Lesson 2 - Building Your First NLP App

Build an app that summarizes text using LLMs

Build an app that summarizes text using LLMs

Build an app that summarizes text using LLMs

Build an app that summarizes text using LLMs

Collect and display user input/output

Collect and display user input/output

Collect and display user input/output

Collect and display user input/output

Optimizing user experience for non-technical users

Optimizing user experience for non-technical users

Optimizing user experience for non-technical users

Optimizing user experience for non-technical users

Lesson 3 - Image Captioning App

Lesson 3 - Image Captioning App

Lesson 3 - Image Captioning App

Upload and interpret images

Upload and interpret images

Upload and interpret images

Upload and interpret images

Generate accurate textual captions using computer vision models

Generate accurate textual captions using computer vision models

Generate accurate textual captions using computer vision models

Generate accurate textual captions using computer vision models

Display and validate outputs for usability

Display and validate outputs for usability

Display and validate outputs for usability

Display and validate outputs for usability

Lesson 4 - Text-to-Image Generation App

Lesson 4 - Text-to-Image Generation App

Lesson 4 - Text-to-Image Generation App

Create a text prompt-based image generation app using diffusion models

Create a text prompt-based image generation app using diffusion models

Create a text prompt-based image generation app using diffusion models

Understand the model lifecycle and latency optimization

Understand the model lifecycle and latency optimization

Understand the model lifecycle and latency optimization

Understand the model lifecycle and latency optimization

Lesson 5 - Describe & Generate Challenge

Lesson 5 - Describe & Generate Challenge

Lesson 5 - Describe & Generate Challenge

Combine image captioning and text-to-image generation into a multi-step AI pipeline

Combine image captioning and text-to-image generation into a multi-step AI pipeline

Combine image captioning and text-to-image generation into a multi-step AI pipeline

Develop workflows and test user experience

Develop workflows and test user experience

Develop workflows and test user experience

Develop workflows and test user experience

Lesson 6 - Building a Chatbot with an Open-Source LLM

Lesson 6 - Building a Chatbot with an Open-Source LLM

Lesson 6 - Building a Chatbot with an Open-Source LLM

Integrate Falcon or any open-source LLM into a chatbot interface

Integrate Falcon or any open-source LLM into a chatbot interface

Integrate Falcon or any open-source LLM into a chatbot interface

Enable back-and-forth communication with memory-aware logic

Enable back-and-forth communication with memory-aware logic

Enable back-and-forth communication with memory-aware logic

Enable back-and-forth communication with memory-aware logic

Lesson 7 - Course Wrap-Up

Final thoughts on building AI interfaces

Strategies to validate, test, and share your apps with stakeholders

Strategies to validate, test, and share your apps with stakeholders

Assessment - Quiz & Resources

Assessment - Quiz & Resources

Short quiz to validate your learning

Short quiz to validate your learning

Additional reading and project ideas

Additional reading and project ideas

Lesson 7 - Course Wrap-Up

Final thoughts on building AI interfaces

Strategies to validate, test, and share your apps with stakeholders

Assessment - Quiz & Resources

Short quiz to validate your learning

Additional reading and project ideas

Lesson 7 - Course Wrap-Up

Final thoughts on building AI interfaces

Strategies to validate, test, and share your apps with stakeholders

Assessment - Quiz & Resources

Short quiz to validate your learning

Additional reading and project ideas

Course Duration

Course Duration

Course Duration

7 Lessons | Approx. 3–4 Hours

7 Lessons | Approx. 3–4 Hours

7 Lessons | Approx. 3–4 Hours

Hands-on Projects Included

Hands-on Projects Included

Hands-on Projects Included

Why Take This Course?

Real-World Relevance: Build practical tools that demonstrate the power of AI to employers, clients, or teams.

Real-World Relevance: Build practical tools that demonstrate the power of AI to employers, clients, or teams.

Real-World Relevance: Build practical tools that demonstrate the power of AI to employers, clients, or teams.

Low Code, High Impact: No need for complex full-stack skills. Just use Python and Gradio.

Low Code, High Impact: No need for complex full-stack skills. Just use Python and Gradio.

Low Code, High Impact: No need for complex full-stack skills. Just use Python and Gradio.

Fast Deployment: Share your apps instantly via Hugging Face Spaces — no servers or hosting required.

Fast Deployment: Share your apps instantly via Hugging Face Spaces — no servers or hosting required.

Fast Deployment: Share your apps instantly via Hugging Face Spaces — no servers or hosting required.

Portfolio Builder: Impress recruiters and clients with your AI-powered apps.

Portfolio Builder: Impress recruiters and clients with your AI-powered apps.

Portfolio Builder: Impress recruiters and clients with your AI-powered apps.

Testimonials

Before this course, I had no idea how to present my machine learning models to others. Now I can create working apps in a matter of hours and demo them to my startup team. It’s a game-changer!

Aruthur Bellards

Product Analyst

This was the most exciting and practical AI course I’ve taken. I now feel confident to build MVPs using LLMs and Gradio without waiting for a full dev team.

Antony,

AI Enthusiast

I thought AI was just for engineers. This course showed me how to use it to streamline HR processes and improve candidate screening.

Tanvi Kapoor

HR Consultant

No tech background? No problem! Deepberg.ai explains complex AI ideas in such simple ways. I never felt lost. The focus on practical skills instead of boring theory made all the difference for me. I’m finally excited about my career again!

Priya D

Arts Graduate

Switching to tech felt impossible before. Deepberg.ai showed me that it’s never too late to learn. The courses are curated by real students and industry contributors, so you know you’re learning what actually matters. I even got my first freelance gig!

John R

Non-Tech Professional

Deepberg.ai makes learning feel fun and manageable. I could learn at my own pace and connect with students across the country. The peer discussions, mini projects, and quick mentor replies make it so much better than studying alone.

Megha P

Final Year Student

Prerequisites

Basic understanding of Python is required

Basic understanding of Python is required

Basic understanding of Python is required

No need for prior experience with frontend development or deployment

No need for prior experience with frontend development or deployment

No need for prior experience with frontend development or deployment

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Deepberg.ai © 2025 All rights reserved.

Start Your AI & Cloud Journey

Build real skills with practical, beginner-friendly courses — designed to help you break into tech, no matter your background.

Browse Courses

Deepberg.ai © 2025 All rights reserved.

Start Your AI & Cloud Journey

Build real skills with practical, beginner-friendly courses — designed to help you break into tech, no matter your background.

Browse Courses

Deepberg.ai © 2025 All rights reserved.