AI AcademyAges 11–15Intermediate

Inside the Mind of an LLM

Open the black box, one word at a time.

ChatGPT is not magic, it is math your teen can genuinely understand. In this course they train a tiny language model of their own and watch it learn, word by word, inside our simulations.

8
Weeks
16
Live sessions
1
Model trained
See the curriculum
1-ON-1 LIVE · FIRST CLASS FREE · CANCEL ANYTIME
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8 weeks · 16 live sessions
What your child will learn

Real skills, built one confident win at a time

Explain tokens, training and next-word prediction in plain English
Train a tiny language model and watch its guesses sharpen live
Explain why models hallucinate, and why bigger is not always better
Read AI headlines critically instead of repeating them
Who it’s for
  • Curious tweens and teens ready to go past just "using" AI
  • A little Python is introduced gently, none required upfront
  • Pairs perfectly after ChatGPT & Smart Prompting

Light Python is introduced along the way. Curiosity matters more than math level.

The learning path

A clear, 8 weeks journey, unit by unit

Every unit is taught inside a live simulation and ends with something your child has actually built. Pace is 1-on-1, so no one is rushed or held back.

  1. 01

    Words become numbers

    WEEKS 1–2

    Tokens: how a sentence turns into something a computer can compute with.

    Live sim: Tokenizer X-rayTokensEncoding
  2. 02

    The prediction game

    WEEKS 3–4

    Next-word prediction, played by hand first, then handed to the machine.

    Live sim: Next-Word ArcadeProbabilityPrediction
  3. 03

    Training day

    WEEKS 5–6

    Feed a tiny model your own data and watch its answers improve in real time.

    Live sim: Mini-LLM trainerTrainingData
  4. 04

    Attention!

    WEEK 7

    The trick that lets a model keep track of what matters across a whole sentence.

    Live sim: Attention SpotlightAttentionContext
  5. 05

    Limits and lies

    WEEK 8

    Hallucination, bias, and why the model sounds certain exactly when it should not.

    Live sim: Confidence vs. Truth meterBiasEvaluation
Real things they’ll build

Projects, not just lessons

Kids remember what they make. Each project is a genuine artifact your child keeps, shares and builds on.

🤖Weeks 5–6

Train-your-own tiny LLM

A miniature language model trained on data your teen chooses, with before-and-after results.

📊Week 8

Hallucination lab report

A short write-up documenting where their model fails and why, like a real researcher.

🗞️Capstone

AI myth-buster explainer

A clear explainer that debunks a common AI headline using what they now understand.

Tools they’ll use

Real AI tools, made age-appropriate

LearnX Mini-LLM LabPython (gentle intro)Teachable Machine
Kid-safe, sandboxed workspaceNo open internet chat, everWeekly progress notes for parents
Your child’s mentor
EL
Elena Liang
MSc Machine Learning · ex-DeepMind summer fellow
5.0140 STUDENTSEN · ZH
🎓
Verified certificate of completion
Shareable proof of every skill your child earns.
Parent questions

Everything you’re wondering

We keep it intuition-first. Every idea starts as a hands-on game before any math or code appears, so curious 11-year-olds thrive alongside teens.

Comfort with basic arithmetic is plenty. New ideas are introduced visually, exactly when they are needed, never as a wall of equations.

Yes, a genuinely small language model in our lab. It is simple enough to understand end to end, but it truly learns from data they provide.

AI Agents & Automation for the builders, or our Machine Learning course for teens who want the full engineering path.

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Start Inside the Mind of an LLM with a free class

Meet the mentor, play inside a real simulation, and watch your child build something on day one. No card required.

$189 / 4 WEEKS · CANCEL ANYTIME
$189 / 4 weeks
FIRST CLASS FREE