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Building and Optimizing Decision Systems · LearnSpace
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Building and Optimizing Decision Systems

Курс от Edureka
Средний≈ 11.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course dives into how AI-powered decision systems are designed, modeled, and governed. Built for professionals who turn analytics into real business impact, it guides you through engineering intelligent decision workflows from end to end. You’ll kick off by transforming business challenges into structured decision models designing fast, intuitive data flows and building ethical, human-aware processes that make every choice sharper, clearer, and more confident. Next, you’ll turn raw data into intelligence using forecasting, optimization, and scenario simulations that reveal hidden patterns, anticipate outcomes, and fuel high-impact decisions that propel the business forward. Finally, you’ll elevate trust across your pipelines with explainable AI, dynamic dashboards, and responsible governance, ensuring every decision is transparent, fair, and reliable enough to inspire confidence at every level. By the end of this course, you will be able to: - Analyze business challenges and define structured, data-driven decision problems. - Design scalable, real-time data pipelines that power decision intelligence. - Build predictive and prescriptive models for forecasting and optimization. - Evaluate decision system performance through interactive dashboards. - Apply responsible AI principles to ensure fairness, transparency, and accountability. This course is ideal for data professionals, business analysts, AI engineers, and decision scientists seeking to turn analytics into high-value decisions. Prior experience in data analytics or machine learning will help deepen your learning. Join this course to master intelligent, transparent, and responsible decision system design and learn how to unlock stronger business performance through data-driven intelligence.

Навыки, которые вы освоите

Decision IntelligencePredictive ModelingData PipelinesAI EnablementPredictive AnalyticsForecastingData EthicsOperational EfficiencyPython ProgrammingResponsible AIData VisualizationRegression TestingGovernanceArtificial Intelligence and Machine Learning (AI/ML)Data-Driven Decision-MakingStrategic Decision-MakingDecision Support SystemsScenario TestingScikit Learn (Machine Learning Library)Business Intelligence

Программа курса

4 модулей · 78 учебных материалов

01Designing and Engineering Decision Pipelines27 материалов

Framing Business Problems for Decision Systems

Specialization IntroductionВидеоCourse IntroductionВидеоCourse OverviewЧтениеHow Do Smart Systems Make Smart Decisions?DIALOGUE

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Edureka

Преподаватель курса

Building and Optimizing Decision Systems
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 11.2 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
Decision Framing in Business Analytics: Turning Problems into ModelsЧтение
Identifying Decision OpportunitiesВидео
Translating Business Objectives into Data ProblemsЧтение
Structuring Decision WorkflowsВидео
Frameworks for Aligning Decisions with Business GoalsВидео
Problem Framing and Workflow Design in OrangeЧтение
Demonstration: Decision Problem Framing in OrangeВидео
Knowledge Check: Framing Business Problems for Decision SystemsЗадание

Building Data-to-Decision Pipelines

Designing Data Flow Architecture for DI SystemsВидеоEvent-Driven Data Integration ConceptsЧтениеReal-Time Data Reliability and Continuity FrameworksВидеоData Continuity Patterns in Modern Cloud ArchitecturesЧтениеImplementing End-to-End Data PipelinesВидеоBuilding Predictive Models with Scikit-learnЧтениеDemonstration: Predictive Decision Analytics with Scikit-learnВидеоKnowledge Check: Building Data-to-Decision PipelinesЗадание

Implementing Decision Support Systems

Core Architecture of Decision Support Systems (DSS)ВидеоIntegrating Predictive and Prescriptive ModelsЧтениеDSS Visualization and Reporting ComponentsВидеоAssessing DSS Impact on Business PerformanceВидеоKnowledge Check: Implementing Decision Support SystemsЗадание

Module Wrap-Up and Assessment

Module Summary: Designing and Engineering Decision PipelinesЧтениеKnowledge Check: Designing and Engineering Decision PipelinesЗадание
02Advanced Decision Modeling and Optimization25 материалов

Predictive Analytics for Strategic Decision-Making

Forecasting and Predictive Modeling OverviewВидеоTime Series and Regression Approaches for ForecastingЧтениеBuilding Predictive Models for Business DecisionsВидеоDeveloping Predictive Models with Scikit-learnЧтениеEvaluating Model Accuracy in ForecastingВидеоForecasting Business Trends with Linear RegressionЧтениеDemonstration: Building a Linear Regression Forecasting ModelВидеоKnowledge Check: Predictive Analytics for Strategic Decision-MakingЗадание

Prescriptive Analytics and Optimization Techniques

Prescriptive Analytics for Business EfficiencyВидеоCore Optimization FundamentalsЧтениеMulti-Objective Optimization for Resource PlanningВидеоScenario-Based Decision OptimizationВидеоResource Optimization with PuLPЧтениеDemonstration: Optimizing Production with Linear Programming using PuLPВидео

Simulation and Scenario Modeling

Introduction to Monte Carlo SimulationВидеоBuilding Probabilistic Models for Risk AnalysisЧтениеSensitivity and Scenario Testing in Decision ModelsВидеоEvaluating Decision Robustness through SimulationВидеоScenario-Driven Revenue ForecastingЧтениеDemonstration: What-If Analysis and Simulation for Retail Pricing and TrafficВидео

Module Wrap-Up and Assessment

Module Summary: Advanced Decision Modeling and OptimizationЧтениеKnowledge Check: Advanced Decision Modeling and OptimizationЗадание
03Evaluation, Explainability, and Governance in Decision Intelligence20 материалов

Evaluating Decision System Performance

Key Performance Indicators for Decision Intelligence SystemsВидеоMetrics for Model Evaluation - Accuracy, Precision, Recall, and F1-ScoreЧтениеVisualizing Performance Trends using DashboardsВидеоInterpreting Model Results for Business ImpactВидеоBuilding Interactive Dashboards with StreamlitЧтениеDemonstration: Building an Interactive Retail Analytics Dashboard with StreamlitВидеоKnowledge Check: Evaluating Decision System PerformanceЗадание

Explainable and Human-Centered Decision Systems

Explainable AI for Decision Intelligence SystemsВидеоDesigning Human-Centered AI for Stakeholder ConfidenceВидеоVisualizing Model Decisions and Attribution ValuesВидеоInterpreting SHAP VisualizationsЧтениеDemonstration: Explaining Machine Learning Models with SHAPВидеоKnowledge Check: Explainable and Human-Centered Decision SystemsЗадание

Responsible AI Governance and Fairness

Foundations of Responsible AI and Governance PrinciplesВидеоFairness, Accountability, and Transparency (FAT) Framework in AIЧтениеStreamlit as a Learning Tool for Responsible AIЧтениеDemonstration: Building a Responsible AI Governance Dashboard using StreamlitВидеоKnowledge Check: Responsible AI Governance and FairnessЗадание

Module Wrap-Up and Assessment

Module Summary: Evaluation, Explainability, and Governance in Decision IntelligenceЧтениеKnowledge Check: Evaluation, Explainability, and Governance in Decision IntelligenceЗадание
04Course Wrap-Up and Assessment6 материалов

Course Wrap-Up and Assessment

Final Checkpoint: From Data Pipelines to Intelligent DecisionsDIALOGUEPractice Project: Designing and Optimizing an AI-Driven Business Decision SystemЧтениеEnd Course Knowledge Check: Building and Optimizing Decision SystemsЗаданиеThe Smart Core: AI-Powered Decision SystemsЗаданиеCourse SummaryВидеоDescribe Your Learning JourneyОбсуждение
Prescriptive versus Predictive analyticsЧтение
Knowledge Check: Prescriptive Analytics and Optimization TechniquesЗадание
Knowledge Check: Simulation and Scenario ModelingЗадание