Artificial Intelligence Basics Word Search, Scramble and Crossword Puzzle

Machine learning vocabulary puzzles covering terms such as model, training, neuron, weight, bias, gradient and overfitting, with a crossword, a word scramble and a word search.
Grades
Grades 4–5
Pages
6
File type
PDF
Answer key
Included

Updated Oct 26, 2026

Subject
Vocabulary, Holiday & Seasonal, Reading, Language Development, ELA
Topic
Word Search, Word Scramble
Resource types
Crosswords Puzzles, Word Searches
Answer key
Included

From the author

About this resource

I made this artificial intelligence basics puzzle set for my Grade 4 and Grade 5 students during our technology unit. The kids had heard of AI but had no idea what words like artificial intelligence, learn, or smart meant when we talked about how computers can think. So I put together a word search, a word scramble, and a crossword using words like model, training, neuron, layer, weight, bias, feature, label, inference, and overfitting. Nothing fancy — just puzzles to help the AI vocabulary finally stick in an age-appropriate way.

The PDFs are six pages. Three puzzles plus answer pages. The word search works well for quiet time after recess or indoor recess. The scramble gets them talking because they argue about whether a calculator is AI. The crossword I use for partners or as a review. I added a couple simple robot, screen, and brain drawings but nothing too busy.

Works for Grade 4 through Grade 5. Print and go. Sometimes I have early finishers name one thing AI can do on the back. The kids actually ask for these now.

In the classroom

Teaching tips & learning objectives

Learning objectives

  • Match machine learning terms to their definitions

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Questions teachers ask about this resource

What kind of AI vocabulary do the puzzles use?

Clues define technical terms such as inference, activation, loss, gradient and overfitting, so the set fits best after students have been introduced to how machine learning models are trained.

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