From Scratch is the course where you build the real engines behind modern AI with your own hands, one gentle step at a time, until the magic turns into something you can see and explain.
You can already call the libraries and make the models run, but somewhere underneath there is a part you have never really seen, and it shows up at the worst moments. It shows up when you open a research paper and hit a wall of symbols and quietly close it again, and it shows up in an interview when someone asks you what gradient descent really is, and it shows up late at night as that small voice that says you are only borrowing this power and you do not truly own it.
That gap is not your fault, because the whole world taught a generation of developers to use these tools without ever showing them what is inside.
Here is the good news, which is that the ideas underneath AI are far simpler and far more beautiful than the wall of symbols makes them look, and when you build them yourself, one small piece at a time, they stop being scary and start being obvious. I will not hand you magic, I will hand you the machine itself, in pieces small enough to hold.
First you see the idea in a clear picture, so it makes sense before any code.
Then you build it yourself in plain Python, with nothing hidden inside a library.
Finally you prove it, running it on real data and watching it work with your own eyes.
Each part builds on the one before it, so the maths you learn in the first module quietly powers the last one.
The little bit of maths, taught only when you need it, so there is never a wall to climb first.
The maths that decides what you watch next, built from scratch.
How a machine actually learns, which is my own home ground.
A tiny model that predicts the next word, a little like ChatGPT.
The maths behind face recognition.
The idea that once ranked the whole web.
I am Chukz, and on my channel Math With Chukz I explain the mathematics behind modern technology to people all over the world, always by showing why it works rather than asking anyone to take it on faith. My own path is heading into research on the optimisation that makes machine learning possible, which is the exact heart of how AI learns, and it is the part of this whole story that I love the most.
The founding price is open for a short while, and then it rises.
Build your first algorithm from scratch in the very first module, and if you still do not feel it was worth it, then simply reply and I will give you every penny back. The risk is mine, not yours.
No, and that is the whole point, because I teach the little bit of maths you need at the moment you need it, in plain words and pictures first.
If you can write basic Python, you are ready, because we build slowly and I explain every line as we go.
Most of them either show you pretty pictures with no code, or hand you code with the hard part already hidden inside a library, while here you build the real thing yourself and see exactly why it works.
You go at your own pace and you keep it for life, so you can move as slowly or as quickly as you like.
Once you can see the mathematics underneath it, you can see exactly why it works, and you can build it yourself. Come and build it with me.
Join From Scratch — $149