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data is queen?

data is queen?
does it hold in our human being learning process?

not necessary.

the human learning is powerful because it can effectively INFERENCE more knowledge from the limited amount of data. A baby doesn’t need to be fed with all various of clothes to learn the concept with high accuracy of correctly classifying a “cloth”!

the current machine learning obviously runs into a “data over-dependent” era. Data is queen?

A learning machine structure, e.g. a much more sophisticated linkage model than neural network, a high VC dimension classifier with huge capacity to infer from partially-labeled data, etc.

We need a better theory to quantify the learning machine structure.

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