If I had to learn AI from scratch, this is the first place I would start to understand the core principles of machine learning. K-Nearest Neighbors can teach you everything you need to know to be able to understand more complex models. You can learn about bias vs. variance, how that affects underfitting and overfitting, curse of dimensionality and so much more.
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