Advanced Predictive Modeling Using IBM SPSS Modeler (V16)

Course

In London

Price on request

Description

  • Type

    Course

  • Location

    London

  • Start date

    Different dates available

Advanced Predictive Modeling Using IBM SPSS Modeler (V16) Training CourseThis course builds on the courses Classifying Customers Using IBM SPSS Modeler (V16) and Predicting Continuous Targets Using IBM SPSS Modeler (V16). It presents advanced techniques to predict categorical and continuous targets. Before reviewing the modeling techniques, data preparation issues are addressed such as partitioning and detecting anomalies. Also, a method to reduce the number of fields to a number of core fields, referred as components or factors, is presented. The next two modules focus on advanced predictive models, such as Decision List, Support Vector Machines and Bayes Net. Following this presentation, two modules present methods to combine individual models into a single model in order to improve predictive power, including running and evaluating many models in a single run, both for categorical and continuous targets.

Facilities

Location

Start date

London
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Arrow Ecs Training, 56433

Start date

Different dates availableEnrolment now open

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Subjects

  • Basic IT training
  • Basic IT
  • Basic
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Course programme

Training Course Content

Preparing Data for Modeling

  • Addressing general data quality issues
  • Handling anomalies
  • Selecting important predictors
  • Partitioning the data to better evaluate models
  • Balancing the data to build better models

Reducing Data with PCA/Factor

  • Explain the basic ideas behind PCA/Factor
  • Customize two options in the PCA/Factor node

Using Decision List to Create Rulesets

  • Explain how Decision List builds a ruleset
  • Using Decision List interactively
  • Creating rulesets directly with Decision List

Advanced Predictive Models

  • Explain the basic ideas behind SVM
  • Customizing two options in the SVM node
  • Explain the basic ideas behind Bayes Net
  • Customizing two options in the SVM node

Combining Models

  • Using the Ensemble node to combine model predictions
  • Improving the model performance by meta-level modeling

Finding the Best Predictive Model

  • Find the best model for categorical targets
  • Find the best model for continuous targets

Additional information

Expenses

The cost of this course is £485 + VAT.

Advanced Predictive Modeling Using IBM SPSS Modeler (V16)

Price on request