I'm Parikshet, I'm 11 years old, and I started learning to code at 9. The tools available now are completely different from what my dad's generation used — and AI tools specifically are making coding accessible in ways that books and tutorials alone never could. Here are the tools I actually recommend, with honest opinions on each.

Scratch + ML4Kids: The Best Starting Point (Age 8+)

Scratch (scratch.mit.edu) is MIT's block-based visual programming language — the one most kids encounter in school. What many teachers don't know: there are AI extensions available that turn Scratch into a genuine machine learning environment.

ML4Kids (machinelearningforkids.co.uk) lets you train your own image classifier, text classifier, or sound recogniser — then use it as a block in Scratch. I built a project that classified handwritten numbers by training it on 20 examples of each digit. The AI correctly identified new examples I drew — and I did not write a single line of code. That was my first real experience of training a model, and it was in Scratch.

Free, no download required, works in any browser.

Code.org AI Units (Age 10–14)

Code.org is best known for its Hour of Code tutorials, but their AI curriculum is underrated. They have complete units covering:

  • How machine learning works (with visual training simulations)
  • Data and bias in AI
  • Natural language processing
  • AI ethics

The unit on data bias alone is worth doing. It shows how AI decisions depend on who collected the training data and what was included or excluded — a genuinely important concept that most adults do not understand clearly.

Free, no account required for most units.

Want to learn AI properly?

I teach kids aged 8–14 how to use AI safely, ethically, and creatively. No coding experience needed.

Explore the AI for Kids Course →

Google Teachable Machine (Age 10+)

Teachable Machine (teachablemachine.withgoogle.com) is where I spent a lot of time in 2024. You open the website, train a model on images from your webcam, audio from your microphone, or pose data from your body — and in minutes you have a working classifier you can embed in a project.

My most memorable project: I trained it to recognise five different golf club grip positions from webcam images. It correctly identified which grip I was using with over 90% accuracy after about 30 training examples each. No coding. No downloads. Just the browser.

When you are ready to export, you can download the trained model and use it in Python, JavaScript, or p5.js projects.

GitHub Copilot for Students (Age 13+)

GitHub Copilot is the AI coding assistant used by professional developers worldwide. Students aged 13+ with a school email can get it free through GitHub Education.

It works inside VS Code and suggests complete lines of code as you type — think of it as autocomplete that understands what you are building. For learning Python, it is extraordinary: you write a comment describing what you want, and Copilot suggests the code. You read the suggestion, decide if it makes sense, and accept or reject.

Important note: do not use Copilot before you understand basic Python. If you accept code you do not understand, you are not learning — you are copy-pasting with extra steps. Use it to learn from suggestions, not to skip learning.

Khan Academy Khanmigo (Age 10+)

Khanmigo is Khan Academy's AI tutor powered by GPT-4. For coding specifically, it walks you through programming exercises step by step, asking you questions rather than giving you answers. This Socratic approach — where the AI teaches by questioning — is much better for retention than passive watching.

If you are stuck on a Python problem, Khanmigo will ask: "What do you think line 3 is doing?" rather than just correcting it. Slightly frustrating, deeply effective.

My Recommended Path by Age

Age 8–10: Scratch + ML4Kids. Build AI projects without text code.
Age 10–12: Teachable Machine + Code.org AI units. Train real models, learn the theory.
Age 12–14: Python basics on Khan Academy + Khanmigo. Then graduate to GitHub Copilot once you can read Python code.
Age 14+: Python with scikit-learn or TensorFlow. Real AI development.

The most important principle: the goal is understanding, not just building. Anyone can use AI tools. The people who will matter in my generation are the ones who know how they work and when to trust their outputs.

📚 Sources & Further Reading

Written by Parikshet More (KidsFunLearnClub, Dubai) and reviewed for accuracy. Facts checked against the references above.