Solving a Rubik’s Cube with Supervised Learning — Intuitively and Exhaustively Explained | by Daniel Warfield | Jan, 2025


A well-liked toy in a courageous new world

“Mosaic Area” by Daniel Warfield utilizing Midjourney, Matplotlib, and Affinity Design 2. All photos by the creator except in any other case specified. Article initially made out there on Intuitively and Exhaustively Explained.

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

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

Who’s this convenient for? Anybody considering attaining mastery of recent AI.

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

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

References: A hyperlink to the code and supporting assets 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…

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