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Forecasting and Predictive Modeling · LearnSpace
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Forecasting and Predictive Modeling

Курс от Microsoft
Средний≈ 6.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this intermediate-level specialization, you will build statistical and Machine Learning (ML)-based forecasts for business planning. You'll create time-series forecasts using Power BI, develop machine learning models with Azure AutoML, and evaluate forecast accuracy. You'll learn to communicate uncertainty and improve forecast reliability through iterative refinement. This course is for financial professionals with 1–3 years of experience, including analysts, who have a foundational understanding of financial principles and standard data tools. By the end of this course, you will be able to apply Power BI forecasting tools for time-series predictions with confidence intervals, build machine learning models for revenue prediction using Azure AutoML, evaluate forecast accuracy to optimize model performance, and present forecast scenarios with appropriate uncertainty communication. This course requires Power BI Desktop, which runs on Windows PCs or Macs with Parallels Desktop. A subscription to Azure ML is also required. Microsoft 365 online can be used as an alternative, though the desktop version is recommended for full feature access.

Навыки, которые вы освоите

Predictive ModelingForecastingTime Series Analysis and ForecastingRevenue ForecastingModel OptimizationPower BIFinancial DataMicrosoft AzureModel EvaluationFinancial ForecastingStatistical AnalysisPredictive AnalyticsFinancial AnalysisModel TrainingBusiness AnalyticsMicrosoft 365Machine LearningFinancial ModelingTrend AnalysisApplied Machine Learning

Программа курса

9 модулей · 46 учебных материалов

01Power BI Forecasting: Build Time-Series Models5 материалов
From Historical Data to Future InsightsВидеоPower BI Forecast FundamentalsЧтениеConfigure Your First ForecastВидеоHands-on Activity: Create Revenue ForecastЧтение

Учитесь у экспертов

Microsoft

Преподаватель курса

Forecasting and Predictive Modeling
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 6.9 ч

9 модулей

Язык: Английский

Часть программы вашего университета
Knowledge Check: Forecast ConfigurationЗадание
02Power BI Forecasting: Analyze Patterns5 материалов
Discover Hidden Patterns in Your DataDIALOGUETime Series Pattern AnalysisЧтениеDecompose Your ForecastВидеоInvestigate Forecast DriversЗаданиеKnowledge Check: Pattern AnalysisЗадание
03Power BI Forecasting: Evaluate Accuracy5 материалов
The Cost of Inaccurate ForecastsВидеоForecast Accuracy MetricsЧтениеMeasure and Improve AccuracyВидеоOptimize Forecast AccuracyЗаданиеKnowledge Check: Accuracy EvaluationЗадание
04Power BI Forecasting: Professional Documentation6 материалов
Forecasts That Drive DecisionsВидеоForecast Documentation StandardsЧтениеBuild Your Forecast PackВидеоHands-on Activity: Create a Forecast PackageЧтениеKnowledge Check: Forecast DocumentationЗаданиеGraded Quiz: Power BI ForecastingЗадание
05ML Forecasting: Create AutoML Models5 материалов
Beyond Traditional ForecastingВидеоAzure AutoML for Financial ForecastingЧтениеLaunch Your First AutoML ExperimentВидеоHands-on Activity: Build Revenue Prediction ModelЧтениеKnowledge Check: AutoML SetupЗадание
06ML Forecasting: Analyze Feature Importance5 материалов
The Black Box MythВидеоInterpreting ML Model OutputsЧтениеExtract Business Insights from ML ModelsВидеоInvestigate Revenue DriversDIALOGUEKnowledge Check: Feature AnalysisЗадание
07ML Forecasting: Evaluate Model Performance5 материалов
When ML Beats Traditional MethodsЧтениеML Model Evaluation MetricsЧтениеBenchmark Your ML ModelВидеоModel Performance AssessmentЗаданиеKnowledge Check: Performance EvaluationЗадание
08ML Forecasting: Refine and Document6 материалов
The Journey to ProductionВидеоModel Optimization StrategiesЧтениеCreate Optimized Model VersionsВидеоHands-on Activity: Optimize Your ModelЧтениеKnowledge Check: Model OptimizationЗаданиеGraded Quiz: ML ForecastingЗадание
09Project Module: Integrated Revenue Forecast Comparison4 материалов
Why This Project MattersВидеоProject RequirementsЧтениеProject InstructionsЧтениеRevenue Forecast Method ComparisonЗадание