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Prescriptive Analytics · LearnSpace
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Prescriptive Analytics

Курс от O.P. Jindal Global University
Начальный≈ 37 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course focuses on enhancing decision-making abilities through mathematical modeling and simulation. Learners will explore how to structure and solve complex business problems using logical thinking and analytical tools, transforming how decisions are approached in real-world contexts. The course introduces a range of optimization techniques, including linear, non-linear, and integer programming, as well as forecasting and basic machine learning methods, to develop effective prescriptive models. Through extensive hands-on practice using Excel, participants will work with real-world datasets across functions such as operations, supply chain, marketing, human resources, and finance. Each module integrates practical case studies, enabling learners to identify decision variables, gather relevant data, model the problem, and evaluate solutions using sensitivity analysis. Emphasis is placed on interpreting model outcomes, collaborating with stakeholders, and effectively communicating results for implementation. In addition to technical modeling skills, the course fosters soft skills like problem framing, teamwork, and engagement with decision-makers. Designed for learners with prior experience in business analytics and Excel, the course is ideal for those seeking to apply data-driven strategies in managerial or data science roles. By the end of the course, learners will be equipped to apply prescriptive analytics for impactful, actionable business decisions.

Навыки, которые вы освоите

Model EvaluationNetwork ModelClassification AlgorithmsMathematical ModelingApplied Machine LearningCase StudiesMicrosoft ExcelAnalyticsSpreadsheet SoftwareData-Driven Decision-MakingOperations ResearchMachine Learning MethodsBusiness AnalyticsAnalytical SkillsTeam BuildingPredictive ModelingModel Optimization

Программа курса

17 модулей · 97 учебных материалов

01Linear Programming: Formulation10 материалов

Linear Optimization Models

Course Intro videoВидеоCourse OverviewЧтениеBuilding Linear Optimization Models ВидеоEssential Reading: Linear Optimization ModelsЧтение

Учитесь у экспертов

Ashish Kaushal

Assistant Professor

Prescriptive Analytics
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Обучение на Coursera

≈ 37 ч

17 модулей

Язык: Английский

Субтитры: Венгерский

Часть программы вашего университета
Practice Assignment: Linear Optimization ModelsЧтение

Linear Optimization Models in Excel

Implementing Linear Optimization Models in ExcelВидеоEssential Reading: Linear Optimization Models in ExcelЧтениеPractice Assignment: Linear Optimization Models in ExcelЧтениеFrom Business Problem to Mathematical ModelDIALOGUEOptimizing Production Under Constraints: A Managerial Decision SimulationDIALOGUE
02Linear Programming: Sensitivity Analysis 7 материалов

Optimization Models for Prediction and Insights

Using Optimization Models for Prediction and InsightsВидеоEssential Reading: Optimization Models for Prediction and InsightsЧтениеPractice Assignment: Optimization Models for Prediction and InsightsЧтение

Sensitivity Analysis Using Excel: A Case Study

Sensitivity Analysis for Linear Programming using ExcelВидеоEssential Reading: Sensitivity Analysis Using Excel: A Case StudyЧтениеPractice Assignment: Sensitivity Analysis Using Excel: A Case StudyЧтениеABC Vehicles LTD.Обсуждение
03Weekly Summative Assessment: Linear Programming: Formulation and Sensitivity Analysis1 материалов

Week 1 Graded Quiz: Linear Programming: Formulation and Sensitivity Analysis

Graded Quiz: Linear Programming: Formulation and Sensitivity Analysis Задание
04Integer Programming: Formulation  6 материалов

Integer Programming: Basics

Integer Programming: FormulationВидеоRecommended Reading: Integer Programming: Basics ЧтениеPractice Assignment: Integer Programming: Basics Чтение

Hands-On in Excel: A Cutting-Stock Problem

Hands-on in Excel: A Case StudyВидеоRecommended Reading: Hands-On in Excel: A Cutting-Stock Problem ЧтениеPractice Assignment: Hands-On in Excel: A Cutting-Stock ProblemЧтение
05Integer Programming: Case Studies 7 материалов

Integer Optimization Models with Binary Variables in Excel: A Case Study

Integer Optimization Models with Binary Variables: Case Study of Selection of Recreational FacilitiesВидеоRecommended Reading: Integer Optimization Models with Binary Variables in Excel: A Case Study ЧтениеPractice Assignment: Integer Optimization Models with Binary Variables in Excel: A Case Study Чтение

Hands-On in Excel: A Case Study

Hands-On in Excel: Capital Budgeting CaseВидеоRecommended Reading: Hands-On in Excel: A case study ЧтениеPractice Assignment: Hands-On in Excel: A case study ЧтениеThe Big Man Machine Ltd.Обсуждение
06Weekly Summative Assessment: Integer Programming: Formulation and Case Study1 материалов

Week 2 Graded Quiz: Integer Programming: Formulation and Case Study

Graded Quiz: Integer Programming: Formulation and Case StudyЗадание
07Network Models 6 материалов

Network Optimization: Minimum-Cost Flow Problems

Network Optimization: Minimum-Cost Flow ProblemsВидеоEssential Reading: Network Optimization: Minimum-Cost Flow Problems ЧтениеPractice Assignment: Network Optimization: Minimum-Cost Flow Problems Чтение

Network Optimization: Maximum Flow Problem

Network Optimization: Maximum Flow ProblemВидеоEssential Reading: Network Optimization: Maximum Flow ProblemЧтениеPractice Assignment: Network Optimization: Minimum Flow ProblemЧтение
08Business Applications of Mathematical Models7 материалов

Business Problem Using Mathematical Modeling: Transportation Problem

Business Problem Using Mathematical Modeling: Transportation Problem ВидеоRecommended Reading: Business Problem Using Mathematical Modeling: Transportation Problem ЧтениеPractice Assignment: Business Problem Using Mathematical Modeling: Transportation ProblemЧтениеPlanning Summer VacationsОбсуждение

Business Problem Using Mathematical Modeling: Assignment Problems 

Business Problem Using Mathematical Modelling: Assignment Problems ВидеоRecommended Reading: Business Problem Using Mathematical Modeling: Assignment Problems ЧтениеPractice Assignment: Business Problem Using Mathematical Modeling: Assignment Problems Чтение
09Weekly Summative Assessment: Network Models and Business Applications of Mathematical Models1 материалов

Week 3 Graded Quiz: Network Models and Business Applications of Mathematical Models

Graded Quiz: Network Models and Business Applications of Mathematical ModelsЗадание
10Non-Linear Optimization Models: Formulation and Solution 6 материалов

NLP Optimization Models: Basics 

Building NLP Optimization Models ВидеоRecommended Reading: NLP Optimization Models: Basics ЧтениеPractice Assignment: NLP Optimization Models: Basics Чтение

NLP Optimization Models in Excel: Part 1 

Implementing Non-Linear Optimization Models in Excel ВидеоRecommended Reading: NLP Optimization Models in Excel: Part 1  ЧтениеPractice Assignment: NLP Optimization Models in Excel: Part 1 Чтение
11Non-Linear Programming Optimization Models in Excel: A Case Study 6 материалов

NLP Optimization Models in Excel: Part 2 

NLP Optimization: A Hands-On in ExcelВидеоRecommended Reading: NLP Optimization Models in Excel: Part 2 ЧтениеPractice Assignment: NLP Optimization Models in Excel: Part 2Чтение

NLP Optimization Models in Excel: A Case Study

NLP Optimization: A Case StudyВидеоRecommended Reading: NLP Optimization Models in Excel: A Case StudyЧтениеPractice Assignment: NLP Optimization Models in Excel: A Case StudyЧтение
12Naïve Bayes Classification9 материалов

Naïve Bayes Classification Revisit 

Naïve Bayes Classification: Reiteration ВидеоRecommended Reading: Naïve Bayes Classification Revisit ЧтениеNaïve Bayes Classification RevisitЗадание

Working Around Numeric Variables 

Classification with Multiple Category Numeric Variable PredictorsВидеоRecommended Reading: Working Around Numeric Variables  ЧтениеWorking Around Numeric VariablesЗадание

Model Performance Evaluation

Lift ChartВидеоEssential Reading: Model Performance EvaluationЧтениеModel Performance EvaluationЗадание
13k Nearest Neighbor Method10 материалов

Classification with Multiple Categorical Dependent Variable

Classification with Multiple Categorical Dependent VariableВидеоEssential Reading: Classification with Multiple Categorical Dependent VariableЧтениеClassification with Multiple Categorical Dependent VariableЗадание

Working Around Dummy Variable

How to Code Dummy Variable in R? ВидеоRecommended Reading: Working Around Dummy VariableЧтениеWorking Around Dummy VariableЗадание

KNN Example with Dummy Variables in R 

KNN Example with Dummy Variables in R ВидеоRecommended Reading: KNN Example with Dummy Variables in R ЧтениеKNN Example with Dummy Variables in RЗаданиеValue of k in k-Nearest Neighbor Method of ClassificationОбсуждение
14Weekly Summative Assessment: Naïve Bayes Classification and k Nearest Neighbor Method1 материалов

Week 5 Graded Quiz: Naïve Bayes Classification and k Nearest Neighbor Method

Graded Quiz: Naïve Bayes Classification and k Nearest Neighbor MethodЗадание
15Decision Tree: Advanced Concept 9 материалов

Decision Tree Classification: Reiteration 

Decision Tree in R ВидеоRecommended Reading: Decision Tree Classification: Reiteration ЧтениеDecision Tree Classification: ReiterationЗадание

Decision Tree Pruning

Fundamentals of Decision Tree Pruning ВидеоEssential Reading: Decision Tree Pruning ЧтениеDecision Tree PruningЗадание

Decision Tree Pruning in R

Decision Tree Pruning Example in RВидеоRecommended Reading: Decision Tree Pruning in R  ЧтениеDecision Tree Pruning in RЗадание
16Neural Network: Advanced Concept 9 материалов

Neural Network: Reiteration

Neural Network in RВидеоRecommended Reading: Neural Network: Reiteration ЧтениеNeural Network: ReiterationЗадание

Backpropagation

Fundamentals of Backpropagation and Gradient Descent Function ВидеоEssential Reading: Backpropagation ЧтениеBackpropagationЗадание

Illustration

Example of Backpropagation and Gradient Descent FunctionВидеоEssential Reading: IllustrationЧтениеIllustrationЗадание
17Course Wrap-Up Video1 материалов

Course Wrap up video

Copy of Course Wrap up videoВидео