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Advanced Predictive Modeling Using IBM SPSS Modeler (v18.1.1)

30 Hours
Online Instructor-led Training
USD 1399 (USD 2800)
Save 50% Offer ends on 31-Jul-2024
Advanced Predictive Modeling Using IBM SPSS Modeler (v18.1.1) course and certification
214 Learners

About this Course
This course presents advanced models to predict categorical and continuous targets. Before reviewing the models, data preparation issues are addressed such as partitioning, detecting anomalies, and balancing data. The participant is first introduced to a technique named PCA/Factor, to reduce the number of fields to a number of core fields, referred to as components or factors. The next units focus on supervised models, including Decision List, Support Vector Machines, Random Trees, and XGBoost. Methods are reviewed to combine supervised models and execute them in a single run, both for categorical and continuous targets.

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Course Description

Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online course get started with fundamentals of predictive modeling techniques. Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online course intention is to provide a foundation to implement advanced models to predict continuous targets.

Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online course will allow the participants to understand the benefits of learning familiarity with modeler environment.

Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online course is ideally developed for any business anlaysts professionals who wants to expertise in IBM SPSS Modeler for building predictive models. 

In the Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online training course, Uplatz provides an in-depth online training for the participants or learners to gain knowledge and able to use components of IBM SPSS modeler. Uplatz provides appropriate teaching and expertise training to equip the participants for implementing the learnt concepts in an enterprise.

Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online training course curriculum covers advanced topics to help in the preparation of data for a successful data science project, combine models, discover advanced supervised models.

With the help of Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online course, the learners can discover:

  • Inhouse Terminology and concepts related to the Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 

  • Learn how to prepare data modeling

  • Divide the data for better evaluate models

  • Accelerate model performance

Uplatz provides an in-depth training to the learners to accelerate their knowledge and skill set required for a Predictive Modeler.

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Target Audience

Business Analysts • Data Scientists • Users of IBM SPSS Modeler responsible for building predictive models

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Advanced Predictive Modeling Using IBM SPSS Modeler (v18.1.1)

Course Details & Curriculum

1. Preparing data for modeling •  Address general data quality issues •  Handle anomalies •  Select important predictors •  Partition the data to better evaluate models •  Balance the data to build better models 2. Reducing data with PCA/Factor •  Explain the idea behind PCA/Factor •  Determine the number of components/factors •  Explain the principle of rotating a solution 3. Creating rulesets for flag targets with Decision List •  Explain how Decision List builds a ruleset •  Use Decision List interactively •  Create rulesets directly with Decision List 4. Exploring advanced supervised models •  Explain the principles of Support Vector Machine (SVM) •  Explain the principles of Random Trees •  Explain the principles of XGBoost 5. Combining models •  Use the Ensemble node to combine model predictions •  Improve model performance by meta-level modeling 6. Finding the best supervised model •  Use the Auto Classifier node to find the best model for categorical targets •  Use the Auto Numeric node to find the best model for continuous targets

 
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Career Path

Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online certification course with the help of expert professionals training is recognized across the globe. Because of the increased adoption of the predictive modeling concepts in various companies the participants are able to find the job opportunity easily. The leading companies hire predictive modeler considering their skill of mastering every ground aspect related to its efficiency and advanced modeling performance. Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online certification course is known for their knowledge in implementing data preparation for modeling. After pursuing Advanced Predictive Modeling using IBM SPSS Modeler V18.1.1 online certification course the participants can become as a data analysis expert, IBM modeler, SPSS modeler and can pursue a wide range of career paths.

 
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