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Predictive Analytics with SAS: Build & Deploy Models · LearnSpace
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Predictive Analytics with SAS: Build & Deploy Models

Курс от EDUCBA
Уровень не указан≈ 15.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Master predictive analytics with SAS Enterprise Miner and learn to turn raw data into decision-ready insights. You’ll begin by navigating the SAS workspace and configuring data sources, then progress through data exploration, variable selection, frequency tables, fit statistics, and transformations that improve model reliability and predictive accuracy. As you advance, you’ll build and refine regression, decision tree, neural network, and ensemble models. You’ll interpret diagnostic plots, tree structures, neural network weights, ROC charts, iteration plots, and lift charts, then compare model performance using ASE and event-based overlays. You’ll also use Auto Neural and Dmine Regression, construct flow diagrams, and document workflows that support model deployment and business decision-making. Designed for learners pursuing predictive analytics roles or applying modeling in finance, healthcare, and marketing, this course combines foundational concepts with structured practice, graded quizzes, interactive analysis, and real-world case scenarios. Its step-by-step progression helps you confidently prepare data, evaluate competing models, select the strongest performer, and deploy predictive analytics workflows. Enroll to develop practical SAS modeling skills for real-world business applications.

Навыки, которые вы освоите

SAS (Software)Predictive ModelingRegression AnalysisArtificial Neural NetworksDecision Tree LearningData TransformationModel TrainingModel OptimizationStatistical ModelingData PreprocessingModel EvaluationAdvanced AnalyticsStatistical MethodsStatistical AnalysisData-Driven Decision-MakingPredictive AnalyticsModel DeploymentData MiningBusiness AnalyticsFeature Engineering

Программа курса

5 модулей · 83 учебных материалов

01Getting Started with SAS Enterprise Miner12 материалов

Exploring the SAS Workspace

Introduction of SAS Enterprise MinerВидеоSelect a SAS TableВидеоCreating Input Data NodeВидеоExploring the SAS WorkspaceЗадание

Setting Up Data Sources

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EDUCBA

Преподаватель курса

Predictive Analytics with SAS: Build & Deploy Models
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Обучение на Coursera

≈ 15.5 ч

5 модулей

Язык: Английский

Субтитры: Венгерский

Часть программы вашего университета
Metadata Advisor OptionsВидео
Add More Data SourcesВидео
Sample StatisticsВидео
Trial reportВидео
Setting Up Data SourcesЗадание
Exploring and Preparing Data in SAS Enterprise MinerDIALOGUE
Graded-Getting Started with SAS Enterprise MinerЗадание
Launching Your First Predictive Modeling Workflow in SAS Enterprise MinerDIALOGUE
02Preparing and Understanding Data17 материалов

Fundamentals of Variable Selection

Properties of Cluster NodeВидеоVariable SelectionВидеоInput VariableВидеоInput Variable ContinuesВидеоFundamentals of Variable SelectionЗадание

Assessing Variable Performance

Values of R-SquareВидеоMore on Variable SelectionВидеоBinary Target VariableВидеоVariable and Effect SummaryВидеоAssessing Variable PerformanceЗадание

Enhancing Variable Insights

Variable Selection - Variable ID'sВидеоVariable Frequency TableВидеоVariable S - Updating Model ComparisonВидеоRun Data Partition NodeВидеоVariable Selection - Fit StatisticsВидеоEnhancing Variable InsightsЗадание
03Transformations and Model Building16 материалов

Data Transformations

Understanding Transformation of VariablesВидеоScore Ranking Overlay ResВидеоUpdate Transformation of VariablesВидеоData TransformationsЗадание

Combining Models

Combination of Different ModelsВидеоProperties of Neural NetworkВидеоAnalyzing the Output VariableВидеоCombination of Regression ModelВидеоCombining ModelsЗадание

Advanced Regression & Plots

Combination - Result of Regression NodeВидеоCombination Iteration PlotВидеоSubseries PlotВидеоCreating Densemble DiagramВидеоSAS CodeВидеоAdvanced Regression & PlotsЗаданиеGraded-Transformations and Model Building
04Decision Trees and Neural Networks18 материалов

Building Decision Trees

Decision Tree ModelВидеоRun and Upadate Decision Tree ModelВидеоCreating Dscore NodeВидеоDT - Resulf of Model ComparisonВидеоBuilding Decision TreesЗадание

Tree Analysis & Visualization

Leaf Statistics and Tree MapВидеоInteractively Decision TreesВидеоResult Node Data PartitionВидеоInteractively Trees WindowВидеоBuilding a Decision TreesВидеоTree Analysis & VisualizationЗадание

Neural Networks in Action

Neural Network ModelВидеоNeural Network Model OutputВидеоModel Weight HistoryВидеоNeural Network - Final WeightВидеоROC ChartВидеоNeural Networks in ActionЗаданиеGraded-Decision Trees and Neural Networks
05Model Evaluation and Deployment20 материалов

Deep Dive into Neural Networks

Neural Network -Iteration PlotВидеоNeural Network - SAS CodeВидеоNeural Network - Cumulative LiftВидеоDecision ProcessingВидеоResults of Auto Neural NodeВидеоDeep Dive into Neural NetworksЗадание

Model Comparison and Evaluation

Run Model ComparisonВидеоDEX - Variable ID'sВидеоAverage Square ErrorВидеоScore Rating overlay - EventВидеоModel Comparison and EvaluationЗадание

Regression and Final Deployment

Run Dmine Regression NodeВидеоRegression with Binary TargetВидеоRegression - Table Effect PlotsВидеоResult of Regression ModelВидеоUpdate Regression NodeВидеоCreating Flow DiagramВидео
Graded-Preparing and Understanding DataЗадание
Задание
Задание
Regression and Final DeploymentЗадание
Graded-Model Evaluation and DeploymentЗадание
From SAS Table to Flow Diagram: Building and Comparing Predictive Models in SAS Enterprise MinerDIALOGUE