If your dataset is suffering from high variance, how would you handle it?

By ayush goel in 22 Sep 2023 | 01:48 pm
ayush goel

ayush goel

Student
Posts: 346
Member since: 21 Sep 2023

vIf your dataset is suffering from high variance, how would you handle it?

22 Sep 2023 | 01:48 pm
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divas goyal

divas goyal

Student
Posts: 453
Member since: 22 Sep 2023

- To handle high variance, you can:

     - Regularize the model (e.g., Lasso or Ridge regression).

     - Use ensemble techniques like Random Forest or Gradient Boosting.

     - Collect more data to reduce variability.

     - Reduce the complexity of the model (e.g., feature selection).

23 Sep 2023 | 03:23 pm
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