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Saving and Reusing model

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@ayyz wrote:

Hi

I am newbie in DataScience and doing a Churn Prediction as part of my academic work. Following is how i am thinking of how my predictor should work.

  1. I have 9 months of transaction starting from Nov to June
  2. I take 3 months of historical transactions(Nov, Dec, Jan) and predict for the 4th month(Feb)
  3. The problem is i have highly imbalanced data where only 1% of customers churn in a given month. So i have created a model evaluation technique where i do evaluate Classification model against 6 different imbalanced technique (Oversampling, Undersampling and Hybrid)

After one evaluation cycle i would like to repeat this procedure for the subsequent data sets like

Use Dec,Jan,Feb data and predict March and so forth.

I was thinking of reusing the trained model when ever i did subsequent analysis.

My question here is

  1. should i save the model after it has been trained and predicted with the imbalanced data?

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