A portfolio project for undergrads? There's a 300 lines of code http://keras.io example that does exactly this (with better performance). Anyone with some Python experience could read it and modify it. Machine learning just keeps getting easier and more accessible. https://twitter.com/NirantK/status/1443567619718582274 …
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"Oh no, better tools! They're helping the kids catch up to me!" vs "Yay, better tools! Can't wait to see how far I can go with them!"
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Nailed.
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For several years at least the main practical hurdles to success as a data science have been about industry expertise and ability to communicate/champion your work in a corporate environment. The actual data work is easier to pick up than it’s ever been.
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I still remember being introduced to Mathematica as a freshman, > 25 years ago, solving my 3 hour high school calculus exam in 30 minutes. It was liberating.
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Well said, students standing on the shoulder of giants. That is what education is supposed to be like and that is how knowledge continues to grow to benefit mankind.
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Well said! Prof Robert Pigford's PhD thesis was only 45 pages thin. His "simple" equation is the keystone for all mass transfer applications involving soluble boundaries - routine occurrence many, many times at home and in industry.
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" is the wrong mindset.
It's actually: "my expertise is being multiplied, I can now achieve dramatically more ambitious milestones while leveraging more enjoyable and productive workflows 