Some minor nits in the beta version:
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“but is often considered it’s own type of machine learning.” → should be “its”
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“represents a datapoints deviation” → should be “datapoint’s”
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“subtract each value in the series by the mean” → “subtract the mean from each value in the series” or “reduce each value in the series by the mean”