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Cs229 Problem Set Solutions Form

Cs229 Problem Set Solutions Form

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Hey guys. Um, let's get started. So over the last several weeks, you've learned a lot about many different learning algorithms from linear regression, to logistic regression, to generalizing models, generative algorithms like GDA and Naive Bayes to most recently support-vector machines. Um, what I'd like to do today is to start talking about advice for applying learning algorithms. To teach a little bit about the theory behind, um, how to make good decisions of what to do, how to actually apply these algorithms. And so today, um, I wanna discuss bias and variance. Um, and it turns out, you know, I've, I've built quite a lot of machine learning systems, um, and it turns out that bias and variance is one of those concepts. It's, sort of, easy to understand, but hard to master. Uh, uh, what does it- lots of those, was it all these board games or sometimes, uh, uh, smartphone games, say easy to learn, hard to master or something like that? So bias and variance is actually one of those thin

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