TENSOR TILES

Apply matrix operations to match the target.
Current
Target
Moves: 0

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What is Tensor Tiles?

Tensor Tiles is a free puzzle game that builds your intuition for matrix and tensor operations — the building blocks of modern machine learning. Each level gives you a starting matrix and a target matrix. Your job is to figure out which operations to apply, and in what order, to transform the start into the target.

Operations include transpose, flip, rotate, add, multiply, and negate — the same operations you use daily in NumPy, PyTorch, and TensorFlow. After each level, you see the equivalent Python code so you can apply what you learn directly in your projects.

What you will learn

Tensor Tiles is part of the Kudos AI Play & Learn collection. Explore our AI tutorials to dive deeper into the math behind machine learning.

How to Play

Transform the Current matrix into the Target matrix by applying operations in the right order.


Operations


Keyboard Shortcuts


Scoring

After each level, the equivalent Python/NumPy code is shown so you can apply what you learn.