Learn ML by building it,
not watching it.
Build a neural network from a single perceptron up — writing real Python in your browser. An AI tutor sits in every code cell to explain your errors, grade your exercises, and answer anything in plain English.
No signup to start · ₹0 · Runs in your browser
Most ML courses open with Greek letters and gradient math. You bounce off, feel dumb, and quit. But the “smallest brain you can build” — a single neuron — is just multiply, add, compare. ML Bites starts exactly there and grows one honest step at a time, with a tutor that never makes you feel slow.
Why it actually works
An AI tutor in every cell
Hit an error? Tap “Explain this error” and get a plain-English fix — not a Stack Overflow rabbit hole. Ask anything, anytime.
Real Python, in the browser
No installs, no setup, no Colab gymnastics. You write and run real numpy code from the very first lesson.
Graded exercises
Every lesson ends with a challenge. The tutor checks your code, tells you if it’s right, and nudges you when it isn’t.
From zero to a real neural net
- 1Build one neuronMultiply, add, compare. You’ll make an AND gate in 6 lines of Python.
- 2Teach it to learnThe one-line update rule that lets the neuron find its own weights.
- 3Discover why one isn’t enoughWatch a neuron fail at XOR — the moment that explains all of deep learning.
- 4Build a real networkBackprop by hand, then a working multi-layer net in numpy. (Full course)
Early learners are working through the beta right now.
Be one of the first to finish the course — your win goes here.
Start free. Go pro for less than a textbook.
The first three lessons are free forever. Unlock the full course for a one-time ₹1499 — lifetime access, every future lesson included.
Questions
Do I need to know ML already?+
No. If you can write a for-loop in Python, you can start. We assume zero ML background.
Do I need to install anything?+
No. Python runs right in your browser. Nothing to set up.
What does the AI tutor cost me?+
Nothing extra. It’s included — explanations, grading, and Q&A are part of the course.
Is the ₹1499 a subscription?+
It’s a one-time payment for lifetime access. There’s also a ₹499/month option if you prefer.