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Not Every Metric is helpful

Disclaimer: This is the shortest post you’ve ever read 😅

Updated
1 min read
Not Every Metric is helpful
A

I love talking about Deep Learning 🧠 | Machine Learning 🤖 and practical AI

accuracy.jpg

When working with imbalanced data, judging your model’s performance using accuracy is like pouring diesel on a burning flame, if not careful you too might burn. Avoid accuracy! Please use F1-score, However, depending on your problem definition you call settle for high precision or recall.

Note: You can’t have high recall and precision at same time. You can only have either of both.

I’d like to know what your answer is as well? 😉