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1
Yeah, you can be quite detached from the customer. But still there might be a challenge to make the transition from the problem you're trying to solve to the pure ML problem.
2
@srchvrs As a candidate, if you absolutely was focussed just on a ML problem someone brings to you, you can also explain the context. As a interviewer I might still be convinced if there the candidate tried to understand the context of why that model is required.