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Generative AI

Build 50+ Gen AI Projects from Scratch: A Hands-On Guide

A project-based path through generative AI. Build practical apps with open-source models, from text summarizers to multi-agent systems, and deploy them on Hugging Face Spaces.

Learn from: the original creator. Original content published on YouTube. DigitalSkillX organizes these public resources into a structured learning path. DigitalSkillX does not claim ownership or partnership.

Lessons
19
Time
About 8 hr 8 min
Level
beginner

Now playing: 50+ Gen AI Projects: Create Stunning AI Art from Text using SD3!

About this path

This path follows the GenAILearniverse playlist in order. Each lesson walks through building a working generative AI application, starting with setup and a text summarizer, then moving through summarization, sentiment analysis, translation, document Q&A, computer vision, image generation, and ChatGPT integration. Tools used include Hugging Face, Gradio, TensorFlow, PyTorch, Streamlit, and OpenAI APIs. The path suits beginners who want hands-on practice and professionals building a portfolio. Some lessons are short fixes or concept videos rather than full builds. Video lengths vary, and a few titles use promotional language that does not reflect the lesson content.

What you will learn

  • Set up a local environment for building generative AI applications
  • Build text summarization, sentiment analysis, and translation apps
  • Create a document Q&A tool using retrieval and language models
  • Use object detection and image captioning models in practical apps
  • Generate images from text and transform photos into art styles
  • Integrate OpenAI APIs to build assistants and generators
  • Deploy applications to Hugging Face Spaces

Who this is for

Beginners who want a structured free introduction before deeper practice.

Curriculum

Section 1: Getting Started and Text Applications

  1. Lesson 1: Build 50+ Gen AI Projects from Scratch

    The first lesson introduces the series and covers installation and setup. It then builds a text summarizer as the first project. This sets the foundation for the projects that follow.

    Open on YouTube
  2. Lesson 2: Dive Into Gen AI: YouTube Video Summarizer

    The second project builds a YouTube video summarizer. It takes a video script or transcript and produces a summary. The lesson continues the hands-on approach from the first video.

    Open on YouTube
  3. Lesson 3: Transform Your Skills with Gen AI - Sentiment Analyzer

    The third project is a sentiment analyzer. It walks through building an app that classifies text sentiment. The lesson is longer and covers the full build process.

    Open on YouTube
  4. Lesson 4: Explore Gen AI: Hands-On Build - Multi-Language Translator

    The fourth project builds a multi-language translator. It shows how to translate text between languages using AI models. The lesson is a hands-on build from start to finish.

    Open on YouTube
  5. Lesson 5: Crafting the Future using Gen AI - Document Q&A

    The fifth project creates a document Q&A tool. It lets users ask questions about a document and get answers. The lesson covers the build process for this retrieval-based app.

    Open on YouTube

Section 2: Computer Vision Projects

  1. Lesson 6: Unlock AI Potential in 2024 - Object detector

    This lesson builds an object detector. It uses computer vision to identify objects in images or video. The project is the sixth in the series.

    Open on YouTube
  2. Lesson 7: Object Detector with Audio - Best Gen AI Learning Roadmap - Part 7

    The seventh project extends the object detector with audio. It adds a text-to-speech model so detected objects can be spoken aloud. This builds on the previous object detection lesson.

    Open on YouTube
  3. Lesson 8: How to Fix the 'eSpeak Not Installed on Your System' Error

    A short troubleshooting video. It shows how to fix the eSpeak not installed error that can appear in text-to-speech projects. Useful if you hit this issue during the audio object detector lesson.

    Open on YouTube
  4. Lesson 9: Turn Pictures into Stories with AI: Image Captioning Tutorial

    This lesson builds an image captioning app. It turns pictures into short descriptive stories or captions. The video includes an intro, demo, and hands-on coding.

    Open on YouTube

Section 3: Image Generation and Prompt Engineering

  1. Lesson 10: 50+ Gen AI Projects: Create Stunning AI Art from Text using SD3!

    This project generates AI art from text using the SD3 model. It shows how to turn a text prompt into an image. The lesson is a full build with the Stable Diffusion 3 model.

    Open on YouTube
  2. Lesson 11: Stunning AI Art from Your Photos in Any Style | 50 Gen AI Projects from scratch

    This lesson transforms ordinary photos into art in different styles. It builds on image generation by applying style transfer to user photos. The result is stylized art from personal images.

    Open on YouTube
  3. Lesson 12: Everything About Prompt Engineering: Is It Your Ticket to $20K/Month?

    A concept video about prompt engineering. It explains what prompt engineering is, addresses common myths, and discusses how to use the skill effectively. It is not a coding project.

    Open on YouTube
  4. Lesson 13: Stay Ahead in AI: Build Your Own Midjourney-like Tool | 50 Gen AI Projects

    This lesson builds a Midjourney-like image generation tool. It is a longer project that covers building the tool from scratch. The focus is on creating a text-to-image application.

    Open on YouTube
  5. Lesson 14: You Won't Believe What AI Can Do with Coloring Books! ๐ŸŽจ๐Ÿ–๏ธ

    This lesson covers two creative projects. The first is an AI coloring book generator that turns concepts into printable coloring pages. The second project is also creative and builds on image generation skills.

    Open on YouTube
  6. Lesson 15: Build Your Own AI Background Blur App in 10 Minutes!

    A short lesson on building an AI background blur app. It uses Streamlit for the web app and AI for person detection. The app adds a professional background blur effect.

    Open on YouTube

Section 4: ChatGPT Integration and Applied Projects

  1. Lesson 16: Master ChatGPT Integration: Build a Smart Email Assistant from Scratch | 50+ Gen AI Projects

    This lesson builds a smart email assistant using ChatGPT. It covers OpenAI setup and API integration. The project is a comprehensive guide to working with the ChatGPT API.

    Open on YouTube
  2. Lesson 17: Why Your Resume Gets Ignored: Fix It with AI!

    This project uses AI to improve resumes. It addresses why resumes get ignored and shows how to fix them with AI. The lesson is a practical build for job seekers.

    Open on YouTube
  3. Lesson 18: OpenAI's New Image Model Just Killed Product Design Agencies

    This lesson builds an AI product design prototype generator. It uses OpenAI's image model to turn product ideas into professional-looking prototypes. The focus is on a practical, commercial use case.

    Open on YouTube
  4. Lesson 19: I Built Karpathy's AI Menu Generator (Saves $6,800)

    The eighteenth project builds an AI menu generator. It creates restaurant menus with food photography in minutes. The lesson is inspired by a project attributed to Andrej Karpathy.

    Open on YouTube

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