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Google Cloud Certified Professional Machine Learning Engineer · Google Cloud
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Depending on the +ve class, among A & D, more likely A though most important thing is penalty for misclassifying which s missing therefore going with F1, the safest choice
F1-score: Harmonic mean of precision and recall. It ensures that both fasle positive and false negatives are considerd. F1- focusing on recall may be useful if missing a logo is more costly than incorrectly identifying one.
I'd go with C. We don't know which option (less FP or less FN) is most important for business with the provided information, so we should seek a balance.