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Machine learning -- Is the emperor wearing clothes?

Machine learning uses patterns in data to label things. The core concepts are actually embarrassingly simple. I say "embarrassingly" because if someone made you think it's mystical, they should be embarrassed. Here, let me fix that for you. Our thing-labeling example will involve classifying tea as yummy or not-so-yummy and we'll keep all the ideas super simple… no math or code skills required!