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ai-agent

generative-ai-for-beginners: Build AI Models

Get started building with generative AI through 21 lessons, for founders new to AI.
intermediateโฑ 30 minutes๐Ÿ’ต Free
112,660 stars60,502 forksJupyter NotebookQuality 9/10Updated 7/3/2026100% free ยท open source
What it is

Learn the basics of building with Generative AI through 21 practical lessons.

What you can make with it

Models like chatbots, image generators, and language translation systems.

How it helps

Generative AI helps you build complex AI models without requiring extensive code knowledge, and Microsoft's tutorials make it easy to get started.

Real use case example

"A founder wants to create a chatbot for their company's customer service. They follow Microsoft's lessons to build a simple chatbot in Jupyter Notebook, and after 4-6 hours of work, they have a working prototype that can answer customer queries."

If you're new

Start with this skill when you're new to AI development and want a solid foundation in Generative AI.

If you're senior

Senior engineers will find this skill useful as a reference or for sharing with junior team members.

Common confusion cleared up

Don't worry if you're not familiar with Jupyter Notebook or Python; this skill guides you through the basic setup and lessons needed to get started.

Best inside these AI tools
Claude DesktopGPT (ChatGPT)Any AI Client
Pairs with
Claude DesktopAny AI ClientJupyter Notebook
Why we list it on WorkflowStacks: This skill is free and open-source, making it a great starting point for beginners.
What it does

Generative AI for Beginners provides 21 lessons to help startup founders get started with building generative AI models using Jupyter Notebooks

Install / run
git clone https://github.com/microsoft/generative-ai-for-beginners.git
When to use it
  • โ€ขWhen you need to understand the fundamentals of generative AI
  • โ€ขWhen you want to build a generative AI model for a specific use case
  • โ€ขWhen you need to learn how to use Jupyter Notebooks for AI development
Quick start
  1. 1Open the cloned repository in a Jupyter Notebook environment by running 'jupyter notebook' in the terminal
  2. 2Navigate to the 'Lesson 1' notebook and follow the instructions to set up the environment
  3. 3Run the cells in the 'Lesson 1' notebook to complete the exercises
  4. 4Move on to subsequent lessons to learn more about generative AI
  5. 5Use the 'generative_ai_for_beginners' GitHub repository as a reference for the lessons and exercises
Ready-to-paste prompt
Open the 'Lesson 5' notebook and run the cell containing 'from generative_ai import *; generate_text(prompt="Write a short story about a character who...")' to generate a short story
Heads up: Make sure you have the required dependencies installed, including Python 3.8 or later, Jupyter Notebook, and the required libraries listed in the 'requirements.txt' file in the repository
Saves to your device

Topics

ai
azure
chatgpt
dall-e
generative-ai
generativeai
gpt
language-model
llms
microsoft-for-beginners
openai
prompt-engineering
semantic-search
transformers
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

21
top-level files
32
folders
6459.8M
repo size
MIT
license
Key files
AGENTS.md
index.html
package.json
README.md
requirements.txt
File tree
.devcontainer/
.github/
.vscode/
00-course-setup/
01-introduction-to-genai/
02-exploring-and-comparing-different-llms/
03-using-generative-ai-responsibly/
04-prompt-engineering-fundamentals/
05-advanced-prompts/
06-text-generation-apps/
07-building-chat-applications/
08-building-search-applications/
09-building-image-applications/
10-building-low-code-ai-applications/
11-integrating-with-function-calling/
12-designing-ux-for-ai-applications/
13-securing-ai-applications/
14-the-generative-ai-application-lifecycle/
15-rag-and-vector-databases/
16-open-source-models/
17-ai-agents/
18-fine-tuning/
19-slm/
20-mistral/
Quick Actions
Details
Creator
microsoft
Language
Jupyter Notebook
Category
ai-agent
Published
6/19/2023

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