1.55 Multi-scale defines learning (part 1)

https://data-information-meaning.blogspot.com/2021/01/155-multi-scale-defines-learning.html

Why have I been so focused on multi-scale data? Because learning can only occur when there are multiple scales. Why is that true, is sounds nonsensical, what is the relationship between the scale of a set of data and learning that data.
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Learning creates a new descriptive space, an embedding, that is unique and distinct from the original descriptive space of the data. A model is created to map from the original descriptive space to the new descriptive space. The result of this mapping is a new representation that cannot coexist within the original framework.