Weak Learner Machine Learning

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Which machine learning classifier to choose, Training a weak learner. . Should I train my weak classifier at each AdaBoost iteration? ..I want to compare different error rates of different classifiers with the error rate from a weak learner better than random guessing . So, my question is, what are a few choices for a simple, easy .Overfitting in machine learning can single handedly ruin your models. Boosting then combines all the weak learners into a single strong learner..

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