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Classification of rare events in time sequence

There is a sequence of representations of the road scene beyond the time window, in which several rare events can occur simultaneously. How to set a task and build a basic solution?

Answer as you would in an interview

Answer aloud or write down a few key points. The text field is optional; the review opens after your attempt.

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Classification of rare events in time sequence — interview question — ML Mentor