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Scenario and Root Cause Analysis with Generative AI · LearnSpace
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Scenario and Root Cause Analysis with Generative AI

Курс от Microsoft
Средний≈ 15.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this final course, you'll apply generative AI to scenario planning and root cause analysis. The target learner for this course is a seasoned data professional or an aspiring analyst. This comprehensive program empowers. Upon completion of this course, you'll be able to: - Conduct scenario analysis using generative AI models - Perform root cause analysis with AI assistance - Identify and assess potential risks using AI-powered techniques - Develop data-driven strategies based on AI-generated scenario insights

Навыки, которые вы освоите

Generative AIRoot Cause AnalysisPredictive AnalyticsScenario TestingProcess ImprovementData-Driven Decision-MakingTrend AnalysisData StrategyPrompt EngineeringRisk MitigationBusiness AnalysisResponsible AIData AnalysisRisk ManagementBusiness IntelligenceData VisualizationStrategic Decision-MakingMachine LearningProblem SolvingRisk Analysis

Программа курса

4 модулей · 101 учебных материалов

01Scenario analysis29 материалов

Introduction to scenario analysis

Scenario and root cause analysis with generative AI syllabusЧтениеGenAI Tools for Data Analysis: A Practical GuideЧтениеThe perplexed planner: Navigating uncertainty with scenario analysisВидеоScenario analysis fundamentalsЧтение

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Microsoft

Преподаватель курса

Scenario and Root Cause Analysis with Generative AI
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Обучение на Coursera

≈ 15.8 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Итальянский, Бразильский португальский, Корейский, Немецкий, Пушту, Индонезийский, Испанский, Дари, Японский, Казахский, Венгерский

Часть программы вашего университета
Demystifying scenario analysis: Understanding its role in decision-makingВидео
The role of scenario analysis in strategic planning: A deep diveВидео
Scenario analysis in the age of AI: The impact of generative AIЧтение
Why Scenario Analysis Is Essential for Strategic Decision-MakingDIALOGUE
Practice Assignment: Introduction to scenario analysisЗадание

Generative AI for scenario simulation

Predicting the future with dataВидеоGenerative AI and scenario modelingЧтениеPredicting future worlds with Generative ModelsВидеоAI tools for scenario analysisВидеоThe human element: Interpreting AI-generated scenariosВидеоEthical considerations in AI-powered scenario analysisЧтениеPractice Assignment: Generative AI for scenario simulationЗадание

Adjusting inputs and parameters

Scenario sliders: Exploring the what-ifsВидеоThe importance of data inputs in scenario analysisЧтениеDemo: Fine-tuning AI scenarios with parameter adjustmentsВидеоSensitivity analysis: Testing scenario robustnessВидеоWhat If? The art of tweaking AI Scenarios for maximum insightВидеоScenario analysis for different time horizonsЧтениеPractice Assignment: Adjusting Inputs and ParametersЗадание

Evaluating probabilities and risks

The risk navigator: Charting a course through uncertaintyВидеоQuantifying risk in scenario analysisЧтениеDemo: Interpreting AI scenario outputs: Making sense of the dataВидеоScenario analysis for risk mitigation: Proactive strategies for successВидеоScenario analysis and decision trees: Visualizing your choiceЧтениеPractice Assignment: Scenario analysisЗадание
02Root cause analysis26 материалов

Root cause analysis methodologies

The data detective's casebook: Cracking the root cause mysteryВидео5 whys, fishbone diagrams, and more: A guide to RCA methodologiesЧтениеUnderstanding Root Cause Analysis MethodologiesDIALOGUEThe importance of root cause analysis: Going beyond the surfaceВидеоUnraveling root causes with proven methodsВидеоWhen to use which RCA method: Choosing the right tool for the jobВидеоComprehensive guide to root cause analysis methodologiesЧтениеPractice Assignment: Root cause analysis methodologiesЗадание

Generative AI in root cause identification

AI's pattern recognitionВидеоGenerative AI: The data analyst's detective toolВидеоIdentifying anomalies and spotting the outliersВидеоNatural language processing for RCA: Unlocking insights from text dataЧтениеPractice Assignment: Generative AI in root cause identificationЗадание

Using AI for data pattern analysis

Correlation vs. causation: The great data debateВидеоData correlation vs. causationЧтениеDemo: AI-powered correlation analysisВидеоFrom patterns to root causesВидеоNavigating the maze of causality in big dataВидеоDecoding the matrix: How AI reveals hidden patterns in your dataВидео

Developing actionable recommendations

Generative AI as your problem-solving partnerВидеоTurning insights into actionЧтениеThe art of recommending solutionsВидеоDemo: Using AI for solution modelingВидеоActivity: Root cause analysis with generative AIЗаданиеGraded Assignment: Root cause analysisЗадание
03Risk identification and management22 материалов

Fundamentals of risk management

Risk: The good, the bad, and the unknownЧтениеRisk management: Beyond avoiding the worstВидеоAI risk radar: Scanning your data for hidden threats and opportunitiesВидеоData's role in risk managementЧтениеPractice Assignment: Fundamentals of risk managementЗадание

Generative AI for risk identification

AI's predictive powersВидеоAI-powered risk identification toolsЧтениеDemo: Risk heatmaps with AIВидеоBeyond the obvious: AI's role in uncovering hidden risksЧтениеPractice Assignment: Generative AI for risk identificationЗадание

Simulating risk scenarios with AI

Exploring the risks with AIВидеоWhat if...? Exploring risk scenarios with AIВидеоStress testing your strategies with AIВидеоThe power of probabilistic thinking in risk managementЧтениеPractice Assignment: Simulating risk scenarios with AIЗаданиеSimulating and Evaluating Risk Scenarios with AIDIALOGUE

Evaluating mitigation strategies

Risk mitigation: Your action planЧтениеAI-powered risk mitigation analysisВидеоCost-benefit analysis of risk mitigationВидеоBalancing AI and human insight in risk mitigationВидеоGraded Assignment: Risk identification and managementЗаданиеConnecting the dots with AIОбсуждение
04Decision-making with scenario analysis24 материалов

Decision-making frameworks

A Guide to frameworks and the role of analysisЧтениеData-driven decision-making: A mindset shiftВидеоCognitive biases and decision makingЧтениеPractice Assignment: Decision-making frameworksЗадание

Integrating AI-generated insights

Empowering Decisions with data-driven insightsВидеоFrom scenarios to strategies: Turning AI insights into actionable plansВидеоScenario-based decision-making tools: A guided tourВидеоThe human-AI collaboration in decision makingЧтениеThe dynamic duo: Combining human judgment with AI-powered insightsВидеоPractice Assignment: Integrating AI-generated insightsЗадание

Applications in strategic planning

Strategic planning: Charting the course with AIВидеоStrategic planning: The big pictureЧтениеRisk management through scenario planningЧтениеScenario-based resource allocationВидеоAI-driven scenarios: Reshaping corporate strategyВидеоPractice Assignment: Applications in strategic planningЗадание

Assessing impact and comparison

The decision-making scorecard: Measuring the impact of AIВидеоCase studies: The ROI of scenario-based decision-makingВидеоComparative analysis: AI vs. traditional decision makingВидеоQuantifying the impact of AI in decision-makingВидеоThe future of decision-making: AI's evolving roleЧтениеUnderstanding Decision-Making Frameworks and the Role of Data DIALOGUE
Practice Assignment: Using AI for data pattern analysisЗадание
Hands-on Activity: Integrating AI Scenario Insights into a Leadership BriefingDIALOGUE
Graded Assignment: Decision-making with scenario analysisЗадание