Five Reasons Production Machine Learning is Different From Everything You’ve Seen
Unfortunately, traditional education focuses on a subset of what's required to build a Machine Learning system.
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Universities don’t teach you this.
Machine Learning in Production is different from what most Machine Learning books and courses teach you.
Education only focuses on a specific subset of Machine Learning: you start with clean data, train a model, evaluate the results on a holdout set, and congratulate yourself for a job well done.
Machine Learning in production is much more than that.
Here are five critical differences:
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