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You’ve just finished training an ensemble tree method for spam classification, and it is getting abnormally...

You’ve just finished training an ensemble tree method for spam classification, and it is getting abnormally bad performance on your validation set, but good performance on your training set. Your implementation has no bugs. Define various reasons that could be causing the problem?
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An ensemble tree method for spam classification, and it is getting abnormally bad performance on your validation set, but good performance on your training set. This situation is also called the overfitting problem which often occurs in the machine learning model.

Various reasons that could be causing the problem are given below :

1. A large number of parameters :

  • In the ensemble tree method, the number of parameters which are needed to be trained is very large in numbers.
  • When the training is performed in this tree, then the model files the data too well.
  • When the model has tested against the new data point form the validation set, then this causes a large error because the model is trained completely according to the training data.

2.Noisy Data:

  • The data used to train the model is taken from the real world . The real world's data set is often noisy i.e. contains the missing filed or the wrong values.
  • When the tree is trained on this noisy data, then it sets its parameters according to the training data.
  • When it comes to testing the model using the validate set, the model gives a large error of high inaccuracy.
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