Fixing a Rubik’s Dice with Supervised Studying — Intuitively and Exhaustively Defined | by Daniel Warfield | Jan, 2025

A well-liked toy in a courageous new world

“Mosaic House” by Daniel Warfield utilizing Midjourney, Matplotlib, and Affinity Design 2. All photographs by the writer except in any other case specified. Article initially made obtainable on Intuitively and Exhaustively Defined.

On this article we’ll make an AI mannequin that may resolve a Rubik’s Dice. We’ll outline our personal dataset, make a transformer type mannequin that may be taught primarily based on that dataset, and use that mannequin to resolve new and randomly shuffled Rubik’s Cubes.

In tackling this drawback we’ll focus on sensible issues which come up incessantly in information science, and the methods information scientists use to resolve these issues.

Who’s this handy for? Anybody desirous about reaching mastery of recent AI.

How superior is that this publish? This publish covers superior modeling methods intuitively, and is suitable for readers of all ranges.

Pre-requisites: There are not any conditions for this text, although an understanding of transformer type fashions could also be helpful for a number of the later, code heavy sections.

References: A hyperlink to the code and supporting sources could be discovered within the reference part on the finish of this text.

As you possible know, the Rubik’s Dice is a geometrical recreation that includes a 3x3x3 dice with totally different…