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Process Mining for Data-Driven Process Improvement · LearnSpace
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Process Mining for Data-Driven Process Improvement

Курс от Packt
Средний≈ 8.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course explores process mining from basics to advanced, with hands-on ProM and Disco exercises. Learn process discovery, conformance checking, and predictive monitoring to optimize business processes. In this course, you’ll begin by exploring the foundational concepts of process mining, starting with event logs and their structure, followed by different types of process mining. With real-world examples, you’ll gain insight into how process mining can significantly improve business processes. As you progress, you will dive deeper into tools like ProM and Disco, where you’ll learn how to apply process discovery and conformance checking techniques. The course highlights the practical use of process mining software, including setting up ProM and performing tasks like process discovery using Alpha Miner, Fuzzy Miner, and Inductive Miner. You’ll also discover how these tools help in predictive process mining and multi-perspective process mining, providing a comprehensive view of business processes and their efficiencies. Designed for professionals, this course equips you with the knowledge to leverage process mining for data-driven decision-making. Whether you’re a data analyst, process manager, or BI expert, you’ll learn how to integrate process mining with other BI tools to optimize performance. Professionals in business intelligence, data analytics, and process management. Ideal for data analysts, process managers, and BI experts. No prior experience required, but familiarity with data analysis is beneficial. This course combines theoretical knowledge with hands-on practice using process mining software. It incorporates real-world examples to ensure learners can immediately apply concepts to business contexts. Interactive exercises throughout the course ensure active engagement and mastery of each technique. This course is based on Process Mining for Data-Driven Process Improvement, by Dr. Florian Detzel. This course is licensed and distributed by Packt. All rights reserved. Packt is one of the world's most prolific publishers of cutting-edge technical content. For over two decades we've made it our mission to curate and publish the knowledge of only the very best technical experts. We focus on real-world courses that help our customers get the job done, with coverage that extends across a wide range of established and cutting-edge technical topics. If you're an individual or an organisation that embraces learning by doing, Packt is the perfect fit for you.

Навыки, которые вы освоите

Process AnalysisProcess ImprovementData QualityData MiningBusiness Workflow AnalysisPerformance AnalysisBusiness IntelligenceProcess OptimizationProcess ManagementWorkflow ManagementBusiness Process ManagementBusiness Process ImprovementVerification And ValidationProcess Improvement and OptimizationBusiness ProcessEvent MonitoringProcess ModelingPerformance ImprovementBusiness Process Modeling

Программа курса

6 модулей · 72 учебных материалов

01Introduction11 материалов

Unveiling Process Mining: From Definition to Real-World Applications

Getting to Know Your LecturerВидеоCourse Agenda - OverviewВидеоLearning ObjectivesВидеоProcess Mining - DefinitionВидеоQuestions for Process MiningВидео

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Packt - Course Instructors

Преподаватель курса

Process Mining for Data-Driven Process Improvement
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Обучение на Coursera

≈ 8.8 ч

6 модулей

Язык: Английский

Часть программы вашего университета
Process Mining - A Basic ExampleВидео
Process Mining and Business Process ManagementВидео
Process Mining and BI - Data-driven Insights Into ProcessesВидео
Where is Process Mining typically Used?Видео
Benefits of Process MiningВидео
Explaining Process Mining to a StakeholderDIALOGUE
02Event Logs8 материалов

Decoding Event Logs: Structure, Quality, and Real-World Applications

Event Logs - The BasicsВидеоEvent Logs - Structure and FormatsВидеоQuality Criteria for Event LogsВидеоEvent Log - A Real World ExampleВидеоData Quality Issues in Process MiningВидеоProcess Mining - Basic Logging ConceptsВидеоUnderstanding Event Log StructureDIALOGUEEvent Logs and Data Quality in Process MiningЗадание
03Types of Process Mining15 материалов

Unveiling the Process Mining Lifecycle: Discovery, Compliance, and Beyond

OverviewВидеоProcess DiscoveryВидеоTypes of Process Discovery AlgorithmsВидеоProcess Discovery - ConcurrencyВидеоConformance CheckingВидеоConformance Checking TechniquesВидеоConformance Checking - Key BenefitsВидеоConformance Checking - Use CasesВидеоEnhancementВидеоEnhancement - RepairВидеоEnhancement - ExtendВидеоEnhancement - The Wider PerspectivesВидеоProcess Mining L Lifecycle*ВидеоApplying Process Mining Techniques in a Business AuditDIALOGUEKey Concepts in Process MiningЗадание
04Process Mining Software6 материалов

Navigating the World of Process Mining Tools

Process Mining Software - FeaturesВидеоGartner Magic Quadrant for Process Mining PlatformsВидеоProMВидеоDiscoВидеоUnderstanding Process Mining ToolsDIALOGUEKey Concepts and Tools in Process MiningЗадание
05Applying Process Mining (Exercises)12 материалов

Mastering Process Mining with ProM and Disco

ProM: Download, Setup & Getting StartedВидеоProM: Introducing the User InterfaceВидеоProM: View Event Log StatisticsВидеоProM: Process Discovery with Alpha MinerВидеоProM: Process Discovery with Fuzzy MinerВидеоProM: Process Discovery with Inductive MinerВидеоProM: Conformance CheckingВидеоDisco: Download & SetupВидеоDisco: Process DiscoveryВидеоCongratulations!ВидеоTroubleshooting Process Mining DiscrepanciesDIALOGUEProcess Mining Fundamentals and Tool UseЗадание
06Advanced Topics20 материалов

Mastering Advanced Process Mining Techniques and Applications

Combining BI and Process Mining in a Power BI DashboardВидеоPetri NetsВидеоProcess Mining - Key Metrics and KPI (1/2)ВидеоProcess Mining - Key Metrics and KPI (2/2)ВидеоObject-Centric Process Mining: IntroductionВидеоObject-Centric Process Mining: ApplicationsВидеоObject-Centric Process Mining: ChallengesВидеоPredictive Process MonitoringВидеоPredictive Process Mining: Types of PredictionsВидеоPredictive Process Mining: ApplicationsВидеоPredictive Process Mining: ChallengesВидеоMulti-Perspective Process MiningВидеоMulti-Perspective Process Mining - ApplicationsВидеоMulti-Perspective Process Mining: ChallengesВидеоSocial Network Mining from ProcessesВидеоMining a Working Together Network in ProMВидеоMining a Handover of Work Network in ProMВидеоUnderstanding Petri Nets and Process Mining MetricsDIALOGUEKey Concepts and Applications in Process MiningЗаданиеThe Process Mining for Data-Driven Process Improvement Final AssessmentЗадание