Detail kurzu

Advanced Predictive Modeling Using SAS(R) Enterprise Miner(TM)

EDU Trainings s.r.o.

Popis kurzu

This course covers advanced topics using SAS Enterprise Miner, including how to optimize the performance of predictive models beyond the basics. The course continues the development of predictive models that begins in the Applied Analytics Using SAS Enterprise Miner course, for example, by making use of the two-stage modeling node. In addition, some of the newest modeling nodes and latest variable selection methods are covered. Tips for working in an efficient way with SAS Enterprise Miner complete the course. The self-study e-learning includes:Annotatable course notes in PDF format. Virtual lab time to practice.

Obsah kurzu

SAS Enterprise Miner Prediction FundamentalsSAS Enterprise Miner prediction setup.Prediction basics.Constructing a decision tree predictive model.Running the regression node.Training a neural network.Comparing models with summary statistics.Advanced Methods for Unsupervised Dimension ReductionDescribe principal component analysis.Describe variable clustering.Advanced Methods for Interval Variable SelectionExplain how to use partial least squares regression in SAS Enterprise Miner.Using LAR/LASSO for variable selection.Advanced Methods for Nominal Variable Selection and Model AssessmentImplementing categorical input recoding.Creating empirical logit plots.Implementing all subsets regression.Advanced Predictive ModelsDescribe the basics of support vector machines.Using the HP Forest node in SAS Enterprise Miner to fit a forest model.Modeling rare events.Using the Rule Induction node in SAS Enterprise Miner.Multiple Target PredictionAppraising model performance.Defining a generalized profit matrix.Creating generalized assessment plots.Using the Two-Stage Model node.Constructing component models.Tips and Tricks with SAS Enterprise MinerUsing the Open Source Integration node.Reusing metadata.Importing and using external models (self-study).

Cieľová skupina

Advanced predictive modelers who use SAS Enterprise Miner
Certifikát Na dotaz.
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