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# Axiom 1

The best way to measure a model's performance at predicting new data is to .display[predict new data].

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# Goal of Machine Learning

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## üî® construct .display[models] that

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## üéØ generate .display[accurate predictions]

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## üÜï for .display[future, yet-to-be-seen data]



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.footnote[Max Kuhn &amp; Kjell Johnston, http://www.feat.engineering/]


???

But need new data...


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