deep learning Balancing Dataset
In Deep learning course, we were taught to balance the dataset in order to avoid some problems with accuracy. Suppose a case where the targets are skewed for one output but balancing it led to reduction in the size of the dataset. How to approach this issue?
1 answers ( 0 marked as helpful)
Hi Varun,
What you are describing is quite typical for some industries. For instance, fraudulent transactions in banking are less than 0.01% of all transactions.
If you are trying to solve such an issue using feedforward Neural Networks - you will not be able to. It is much more advisable to turn to other models.
Best,
Iliya