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Specifically, you learned: There are two main types of feature selection techniques: wrapper and filter methods. Filter-based feature selection methods use statistical measures to score the correlation or dependence between input variables that can be filtered to choose the most relevant features.
For ensembles of decision trees, feature selection is generally not that important. During the induction of decision trees, the optimal feature is selected to split the data based on metrics like information gain, so if you have some non-informative features, they simply won't be selected.
Prepare the dataset. Train a random forest classifier. Identify the most important features. Create a new 'limited featured' dataset containing only those features. Train a second classifier on this new dataset. Compare the accuracy of the 'full featured' classifier to the accuracy of the 'limited featured' classifier.
Top reasons to use feature selection are: It enables the machine learning algorithm to train faster. It reduces the complexity of a model and makes it easier to interpret. It improves the accuracy of a model if the right subset is chosen.
Feature selection might be considered a stage to avoid. You have to spend computation time in order to remove features and actually lose data and the methods that you have to do feature selection are not optimal since the problem is NP-Complete. A smaller set of feature is more comprehensible to humans.
Filter Methods are generally used as a preprocessing step. The selection of features is independent of any machine learning algorithms. Instead, features are selected on the basis of their scores in various statistical tests for their correlation with the outcome variable.
Wrapper Methods: Definition Wrapper methods work by evaluating a subset of features using a machine learning algorithm that employs a search strategy to look through the space of possible feature subsets, evaluating each subset based on the quality of the performance of a given algorithm.
Feature selection is the process of reducing the number of input variables when developing a predictive model. Filter-based feature selection methods use statistical measures to score the correlation or dependence between input variables that can be filtered to choose the most relevant features.

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