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MEEN 485 Senior Thesis and 485H Form

MEEN 485 Senior Thesis and 485H Form

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Okay, so let us recall where we are. We had our fundamental theorem and I'm not going to repeat the theorem. I'm just going to remind you what it is. So we had the fundamental theorem of statistical machine learning and it basically said that the VC dimension determines the sample complexity of learning a class. So we have a class H. We have a notion of learning it in the realizable model, in diagnostic model and we have a notion of uniform convergence and we claim that all of them this number of samples that we need is fully determined by the parameters epsilon delta and the VC dimension. I will maybe repeat it later when we want to do concrete proofs and so when we say that the VC dimension determines the sample complexity, it means that the VC dimension gives us both a lower bound to how many samples we need and an upper bound to how many samples we need. So last time last time, we saw how the VC dimension provides a lower bound to the needed sample sizes and this ti

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