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We use Ipython notebook to display the final results of codes and alter codes interactively through the class.
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In predictive modeling we are worried about increasing the skill of predictions and decreasing product complexity.
Statistical exams can be employed to pick those features that have the strongest romance Along with the output variable.
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In the end, the capabilities reduction technics which embedded in certain algos (such as the weights optimization with gradient descent) supply some respond to on the correlations problem.
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My tips is to try almost everything important source it is possible to think about and see what presents the most beneficial success on the validation dataset.
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You can embed various designs in RFE and see if the outcome explain to precisely the same or diverse stories when it comes to what attributes to pick.