rpmcruz comments on To contribute to AI safety, consider doing AI research - Less Wrong
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It depends on the competitions. All kaggle image-related competitions I have seen have been obliterated by deep neural networks.
I am a researcher, albeit a freshman one, and I completely disagree. Knowing about linear and logistic regressions is interesting because neural networks evolved from there, but it's something you can watch a couple of videos on, maybe another one about maximum likelihood and you are done. Not sure why SVMs are that important.