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Intermediate ยท ages 9 to 15 ยท 17 steps

How computers think, from binary to AI

A path of interactive lessons and visualisers that explains what happens inside a computer, from a single bit to a neuron that learns.

0 of 17 steps done

Keep a streak: one step a day.

Unit 1

Bits and bytes

Big question: How can only 0 and 1 store everything?

0 of 3
  1. Binary NumbersInteractive lesson ยท about 7 minFinish the lesson
  2. Binary BitsGame ยท about 2 minPlay a round
  3. Decimal to binaryPython program ยท about 10 minRun it, change it, then tick โ€œI finished thisโ€
Unit 2

Logic

Big question: How do tiny switches make decisions?

0 of 4
  1. Logic GatesInteractive lesson ยท about 7 minFinish the lesson
  2. Logic Gate ChallengeGame ยท about 3 minPlay a round
  3. Function MachineGame ยท about 5 minPlay a round
  4. Venn Diagrams and SetsInteractive lesson ยท about 7 minFinish the lesson
Unit 3

Algorithms

Big question: How do you find or order things quickly?

0 of 4
  1. Binary SearchInteractive lesson ยท about 7 minFinish the lesson
  2. Sorting VisualizerGame ยท about 2 minPlay a round
  3. Pathfinding VisualizerGame ยท about 2 minPlay a round
  4. Tower of HanoiGame ยท about 3 minPlay a round
Unit 4

Codes and safety

Big question: How do secrets stay secret?

0 of 3
  1. The Caesar CipherInteractive lesson ยท about 7 minFinish the lesson
  2. Password StrengthInteractive lesson ยท about 7 minFinish the lesson
  3. Secret code: the Caesar cipherPython program ยท about 10 minRun it, change it, then tick โ€œI finished thisโ€
Unit 5

How AI learns

Big question: How can a computer improve by practice?

0 of 3
  1. Predicting the Next Word (AI)Interactive lesson ยท about 7 minFinish the lesson
  2. How a Neuron Works (AI)Interactive lesson ยท about 7 minFinish the lesson
  3. Gradient Descent (AI)Interactive lesson ยท about 7 minFinish the lesson

FAQ

How computers think, from binary to AI: questions

Who is the How computers think, from binary to AI path for?

Learners aged about 9 to 15. It is a intermediate path, so start at the top and move down the map at your own pace.

How many steps are there?

17 steps in 5 units, about 1.7 hours in all. Most steps take five to fifteen minutes.

Do I have to do the steps in order?

No, but the order is designed so that each unit builds on the one before. If a step feels too easy, skip ahead; if it feels too hard, go back a step.

How does it remember my progress?

In this browser, automatically. With a free account it is saved on every device you sign in on.

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