AI·Fun Fundamentals Course
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# The big question
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AI-Fun is an AI Fundamentals course — an effort to provide a clear, guided path from the basics to real AI applications for people who feel lost in the hype of AI. You don't need a CS degree — just the ability to read Python code and the curiosity to learn AI. We'll guide you the rest of the way.

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Start with the basics. Finish knowing how to build.

Python for AI

AI Fundamentals

Beyond the Basics

04 Fine-Tuning with LoRA 05 Retrieval-Augmented Generation New
06 First AI Agent Coming soon
07 ReAct Agents Coming soon
08 Model Context Protocol Coming soon
09 Context Engineering Coming soon

AI-Fun exists to make learning AI simpler. Everything lives in one place — guided lessons, runnable code, hands-on exercises, and an AI tutor to help when you get stuck.

You'll start with the basics and gradually build toward real AI concepts — how language models work, how to use them well, and how to build with them.

"Most people trying to learn AI end up watching random videos or following roadmaps that point them everywhere and take them nowhere. You collect resources. You bookmark things. But you never actually run the code, and nothing connects.

AI-Fun is a single, ordered path. You read, you run, you ask questions. Everything connects."

Is this for you?

This is for you if —

  • You're already using AI but don't really understand how it works
  • You know basic Python but haven't used it for AI or data
  • You've tried to learn AI before and lost the thread somewhere
  • You want to understand how things work, not just copy code
  • You're not a passive learner — watching videos alone doesn't stick for you
  • You'd rather run real code than watch another video

Not the right fit if —

  • You already have a CS or ML background and want advanced material right away
  • You want zero coding involved
  • You want a shiny certificate over actual understanding
  • You're looking for Fine-Tuning, RAG, or Agents content today (coming soon)

I have Questions

Do I need to install anything?

Nothing. Code runs on a cloud kernel directly in your browser. Open the page and start learning.

What do I need to know to start?

Basic Python — variables, loops, functions. The Python for AI track takes it from there, covering NumPy, plotting, and PyTorch before you touch any AI concepts. No math or AI background needed.

What's the AI tutor?

An AI assistant that has read the exact lesson you're on. Ask it to explain concepts, debug your thinking, or quiz you — it answers in the context of what you just learned, not generically.

Will my email be used for advertising or spam?

Never. Your email is used only to notify you when new course phases are available — nothing else. You opt in by choice, the checkbox is unchecked by default, and you can ignore it entirely if you prefer. No third-party sharing, no advertising, no spam. If you ever want to be removed, just message me on LinkedIn.

Where can I reach you if I have questions?

The AI tutor is built into every lesson and can answer most questions about the course content in real time. For anything else — feedback, suggestions, or just to say hi — you can reach me directly on LinkedIn. I read every message.

The course is free — why does the kernel and AI tutor ask me to sign in?

Both features run on real cloud infrastructure and signing in helps prevent abuse. It doesn't cost you anything — a free account takes about 30 seconds to create and that's all that's needed.

Can I run the exercises on my own machine?

Yes — the exercises can be run locally if you prefer. The course at startaifun.com gives you a lot more on top of the same content: a cloud kernel so nothing needs installing, an AI tutor built into every lesson, and structured explanations that tie everything together.

Start learning today.
It's free.