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: