For your purposes, one potential use could be combing through lots of financial data for transactions that look unusual. (Another very common use for classification is spam filtering.)
It's more of a primer, but it seems like most of the other material assumes that you're already a practitioner. It does have enough depth to actually be somewhat proficient after watching it.
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