Finally Understand How ChatGPT, Claude & LLMs Actually Work
Go from "I use AI every day but have no idea how it works" to confidently explaining transformers, attention, and RLHF to your colleagues — in about 2 hours, through hands-on interactive exercises.
No subscription. No upsells. Just one dollar. Course link emailed to you instantly.
What You'll Learn — 8 Stages
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01
What Is an LLM?
Neural networks, parameters, and why a billion numbers can "understand" language. -
02
Feeding the Brain — Training Data
Where LLMs get their knowledge and why data quality determines everything. -
03
Tokens — The Atoms of Text
How models break language into pieces and why "tokenization" matters more than you think. -
04
Learning to Predict — How Training Works
Next-token prediction, loss functions, and backpropagation — explained visually. -
05
The Transformer — Attention Is All You Need
The architecture behind every modern LLM, broken down step by step. -
06
From Autocomplete to Assistant
SFT, RLHF, and how a text predictor becomes a helpful AI assistant. -
07
Superpowers & Quirks
Hallucinations, context windows, prompt engineering, and the real limits of LLMs. -
08
The Future — What's Next?
Agents, multimodal models, reasoning, and where the field is heading.
This Is Not a Lecture — It's Interactive
Every stage includes a hands-on exercise. You learn by doing, not just reading.
Who Is This For?
- Daily AI users — You use ChatGPT, Claude, or Copilot every day but have no idea what's happening under the hood. This course gives you that understanding.
- Software engineers — You can code but LLMs feel like a black box. This fills the gap between "I can call an API" and "I understand what the model is actually doing."
- PMs, founders & decision-makers — You need to evaluate AI products and make strategic bets. Understanding the fundamentals helps you ask better questions.
- Students & career switchers — You're exploring AI/ML and want a clear, structured starting point before diving into textbooks and papers.
One Price. No Tricks.
Free YouTube content: 10+ hours of scattered, unstructured videos
- 8 structured, progressive stages
- 8 interactive hands-on exercises
- Quizzes to test understanding
- Final assessment with certificate-style trophy
- Mobile-friendly — learn anywhere
- No account required
- Lifetime access — no expiry
One dollar. That's it. Course link emailed to you instantly.
Frequently Asked Questions
About 2 hours if you go through everything, including exercises and quizzes. You can stop and resume anytime — your progress is saved in your browser.
No. The course is designed for curious people, not specialists. No math, no code, no prerequisites. Everything is explained visually and interactively.
No. You pay $1 once and get access forever. There are no recurring charges, no upsells, no "premium tier."
The course link is emailed to you immediately after payment. Check your inbox (and spam folder, just in case) — you'll receive a direct link to start learning right away.
Because understanding AI shouldn't be gated behind a $200 paywall. The $1 price keeps it accessible to everyone while signaling that this is real, curated content — not a throwaway freebie.
Yes. The entire course — including all interactive exercises — is fully responsive and works on phones and tablets.
You're one dollar away from actually understanding AI.
Not the hype. Not the jargon. The real thing.
No subscription. No upsells. Course link emailed to you instantly.