IBM 0A0V8G - Predictive Modeling for Continuous Targets Using IBM SPSS Modeler (v18.1.1)
Startdaten und Startorte
placeim Büro, Homeoffice, Meetingraum 5. Jul 2024Details ansehen event 5. Juli 2024, 09:00-17:00, im Büro, Homeoffice, Meetingraum, Seminar 30216 |
Beschreibung
Course Outline
1: Introduction to predicting continuous targets• List three modeling objectives• List two business questions that involve predicting continuous targets• Explain the concept of field measurement level and its implications for selecting a modeling technique• List three types of models to predict continuous targets• Determine the classification model to use2: Building decision trees interactively• Explain how CHAID grows a tree• Explain how C&R Tree grows a tree• Build CHAID and C&R Tree models interactively• Evaluate models for continuous targets• Use the model nugget to score records3: Building your tree directly• Explain the difference between CHAID and Exhaustive CHAID• Expl…
Frequently asked questions
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Course Outline
1: Introduction to predicting continuous targets• List three modeling objectives• List two business questions that involve predicting continuous targets• Explain the concept of field measurement level and its implications for selecting a modeling technique• List three types of models to predict continuous targets• Determine the classification model to use2: Building decision trees interactively• Explain how CHAID grows a tree• Explain how C&R Tree grows a tree• Build CHAID and C&R Tree models interactively• Evaluate models for continuous targets• Use the model nugget to score records3: Building your tree directly• Explain the difference between CHAID and Exhaustive CHAID• Explain boosting and bagging• Identify how C&R Tree prunes decision trees• List two differences between CHAID and C&R Tree4: Using traditional statistical models• Explain key concepts for Linear• Customize options in the Linear node• Explain key concepts for Cox• Customize options in the Cox node5: Using machine learning models• Explain key concepts for Neural Net• Customize one option in the Neural Net node
Objective
1: Introduction to predictive models for continuous targets • List three modeling objectives • List two business questions that involve predicting continuous targets • Explain the concept of field measurement level and its implications for selecting a modeling technique • List three types of models to predict continuous targets • Determine the classification model to use
2: Building decision trees interactively • Explain how CHAID grows a tree • Explain how C&R Tree grows a tree • Build CHAID and C&R Tree models interactively • Evaluate models for continuous targets • Use the model nugget to score records
3: Building decision trees directly • Customize two options in the CHAID node • Customize two options in the C&R Tree node • List one difference between CHAID and C&R Tree
4. Using traditional statistical models • Explain key concepts for Linear • Customize options in the Linear node • Explain key concepts for Cox • Customize options in the Cox node
5: Using machine learning models • Explain key concepts for Neural Net • Customize one option in the Neural Net node
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