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[D] How to select your data points when doing stochastic optimization?

Have people settled on anything better than the uniform that’s commonly used? Hopefully something unbiased & minimum variance. I’m finding a few papers 1, 2 and thought to check here before trying to implement any of them.

If it’s relevant, my data has 2e14 points and I can afford to do 150M of them.

submitted by /u/psyyduck
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.