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$\begingroup$ Great article @Gabe Verzino. I found the pitfalls you mentioned to be spot on for the classification problem I was working on. My data has an imbalance of 4:1, and balancing the data affected the performance when the model was supplied with real-world data. I had a fair amount of data, 400k samples for the majority class and 100k for the minority class. For my use case, adding more data was better for generalization than balancing the data. $\endgroup$

Raqib
– Raqib

2021-09-22 18:06:01 +00:00
Commented Sep 22, 2021 at 18:06
$\begingroup$ That's awesome! Nice work. $\endgroup$

Gabe Verzino
– Gabe Verzino

2021-09-22 21:03:01 +00:00
Commented Sep 22, 2021 at 21:03

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