What Rose Petals Teach Us About the Limits of Induction and Machine Learning

What Rose Petals Teach Us about Induction

I explore the fundamental problem of induction through the 'Petals Around the Rose' game, testing various machine learning algorithms to see how they learn patterns. The results reveal that a model's success depends entirely on its inductive bias, showing why some approaches solve problems instantly while others fail completely. This simple example illuminates why general artificial intelligence remains so difficult to achieve today.