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Introduction to Machine Learning

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Yosuke Sugishita
Yosuke Sugishita

Intro to machine learning.

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Introduction to Machine Learning YK Sugishita
About Me
Today’s Plan •What’s Machine Learning? •Applications of Machine Learning •Difference Between ML and Stats •Q&A (Total: <30 Minutes + Q&A)
Today’s Plan •What’s Machine Learning? •Applications of Machine Learning •Difference Between ML and Stats •Q&A
Netflix Prize Improve Netflix’s movie rating algo by 10% Q: How much was the prize money?
Netflix Prize Winning Algorithm http://work.caltech.edu/slides/slides01.pdf
Sample Results https://datajobs.com/data-science-repo/Recommender-Systems-[Netflix].pdf
Today’s Plan •What’s Machine Learning? •Applications of Machine Learning •Difference Between ML and Stats •Q&A
Applications of ML •Recommender systems (Amazon, Netflix, etc.) •Face recognition / object recognition •Machine translation •Detecting cancer •Search engines
Today’s Plan •What’s Machine Learning? •Applications of Machine Learning •Difference Between ML and Stats •Q&A
ML vs Stats Machine Learning •Prediction •Complex •“Machine” learns •Optimization Stats •Analysis / understanding •Simple •Humans learn •Finding the “truth”
ML vs Stats (online ads) Statisticians would ask: •“If we show this ad, will it increase the probability that they will buy?” •“Is Copy A more effective than Copy B?”
ML vs Stats (online ads) ML scientists would ask: •“Which ads should we show to which individuals to maximize profit?”
Today’s Plan •What’s Machine Learning? •Applications of Machine Learning •Difference Between ML and Stats •Q&A
Want to join my mailing list? tinyurl.com/DepthSecondSearch Questions? Ping me at windup.ys@gmail.com Q&A

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