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Map the AI · Daily learning

One small lesson. One step forward.

Learn how AI handles text and generates answers through a short experiment and a question. Open the linked tutorial to explore further.

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Preferences support future recommendations. This foundation practice currently keeps a fixed sequence.

A learning track for your goal

AI Literacy

Understand what AI is, how it works, and where it fails — without writing a line of code.

Explore the full track and prerequisitesPlan for my level

The full track uses the existing knowledge graph. Short-lesson mastery currently covers the foundation units below.

Foundation lesson progress

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A correct answer is a start. Regular reviews help you remember. Take a break whenever you like.

Entry

ML Foundations

Foundations

Prompting

Likely does not mean certain

Separate probabilities from a single observed outcome.

What to learn first

These basics help you understand this lesson. One correct answer is a start; explore the full tutorial or try this lesson now.

What Is Machine Learning?Helpful background
The Forward PassHelpful background

Imagine a bag with three red balls and one blue ball, each equally likely to be drawn. Red has probability 3/4 and blue 1/4. A blue draw is possible. With replacement, the next draw has the same probabilities; a short sequence need not match the proportions exactly.

Draw, replace, repeat

Three red balls, one blue ball. Independent draws with replacement keep red at 75% and blue at 25%. This is a teaching simulation, not AI model output.

RRRB

Draw to see your results. Up to 100 draws; reset whenever you like.

The observed share need not equal 75%. Earlier results do not make a color “due” on the next draw.

After a blue draw with replacement, what is the next red probability in this example?
Open the related tutorial

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