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Analyze Advanced Data Using Minitab Regression Models · LearnSpace
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Analyze Advanced Data Using Minitab Regression Models

Курс от EDUCBA
Уровень не указан≈ 8.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Learners will analyze complex datasets, interpret advanced regression outputs, evaluate predictive models, and apply decision tree techniques using Minitab to solve real-world business problems. This course provides in-depth, hands-on training in advanced statistical modeling using Minitab, moving beyond basic analytics to practical, decision-focused applications. Learners explore linear, logistic, multinomial, and CART regression models, supported by scatter plots, model diagnostics, and real industry case studies. Through guided examples and structured analysis, learners develop the ability to select appropriate models, interpret statistical outputs, and translate analytical results into actionable business insights. What makes this course unique is its strong emphasis on interpretation, visualization, and real-world applicability rather than formula-driven theory alone. Industry-inspired case studies, such as market segmentation and healthcare analytics, reinforce practical understanding, while step-by-step decision tree modeling builds confidence in explainable AI techniques. By completing this course, learners gain job-ready skills in advanced data analysis, improve their statistical decision-making capabilities, and become proficient in using Minitab to support data-driven strategies across business, quality, and analytics roles.

Навыки, которые вы освоите

Regression AnalysisScatter PlotsLogistic RegressionModel EvaluationClassification And Regression Tree (CART)Decision Tree LearningStatistical AnalysisStatistical MethodsStatistical ModelingExploratory Data AnalysisBusiness AnalyticsCase StudiesMinitabData-Driven Decision-MakingPredictive ModelingAdvanced AnalyticsPlot (Graphics)Responsible AI

Программа курса

3 модулей · 42 учебных материалов

01Regression Foundations & Logistic Modeling in Minitab15 материалов

Course Orientation & Regression Basics

Introduction to CourseВидеоTheoryВидеоOutput and InterpretationВидеоCourse Orientation & Regression BasicsЗадание

Visualizing Relationships with Scatter Plots

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EDUCBA

Преподаватель курса

Analyze Advanced Data Using Minitab Regression Models
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 8.6 ч

3 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский

Часть программы вашего университета
Scatter PlotsВидео
Logistic Regression - TheoryВидео
Regression Model of Fit and OutputВидео
Visualizing Relationships with Scatter PlotsЗадание

Interpreting Logistic Regression Results

Interpretations and Scatter PlotВидеоInterpretations and Scatter Plot ContinuedВидеоCase Study - Tech Mahindra 1ВидеоInterpreting Logistic Regression ResultsЗаданиеInterpreting Regression and Logistic Models Using Minitab OutputsDIALOGUERegression Foundations & Logistic Modeling in MinitabЗаданиеDefend a Logistic Regression Model Using Minitab OutputsDIALOGUE
02Applied Regression & Model Comparison13 материалов

Industry Case Studies in Regression

Case Study - Tech Mahindra 2ВидеоCase Study - Tech Mahindra 3ВидеоCase Study - Tech Mahindra 4ВидеоIndustry Case Studies in RegressionЗадание

Market Segmentation & Multinomial Regression

Case Study Market SegmentВидеоMultinomial Regression - TheoryВидеоRegression Output AnalysisВидеоMarket Segmentation & Multinomial RegressionЗадание

Comparing Regression Models Visually

Comparison of Linear and Quadratic Regression ModelsВидеоComparison with Scatter PlotsВидеоComparison of Regression Models and Scatter PlotsВидеоComparing Regression Models VisuallyЗаданиеApplied Regression & Model ComparisonЗадание
03Decision Trees & CART Regression in Practice14 материалов

Decision Tree Fundamentals

Introduction to Decision TreesВидеоPrinciple of Decision TreesВидеоDecision tree ExampleВидеоDecision Tree FundamentalsЗадание

CART Regression & Multinomial Responses

CART RegressionВидеоMultinomial ResponseВидеоTips and tricks for CART Regression InterpretationВидеоCART Regression & Multinomial ResponsesЗадание

Interpreting Decision Trees & Model Limitations

Diabetes Outputs ObservationsВидеоDiabetes Outputs Observations ContinuedВидеоDecision Tree and its LimitationsВидеоInterpreting Decision Trees & Model LimitationsЗаданиеDecision Trees & CART Regression in PracticeЗаданиеLead an End-to-End Predictive Analytics Review Using MinitabDIALOGUE