Process Mining: Data science in Action

Cours
en
Anglais
30 h
Ce contenu est noté 4.5 sur 5
Source
  • Sur www.coursera.org
Conditions
  • À son rythme
  • Accès libre
  • Certificat payant
Plus d'informations
  • 6 séquences
  • Niveau Intermédiaire

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Détails du cours

Déroulé

  • Week 1 - Introduction and Data Mining
    This first module contains general course information (syllabus, grading information) as well as the first lectures introducing data mining and process mining.
  • Week 2 - Process Models and Process Discovery
    In this module we introduce process models and the key feature of process mining: discovering process models from event data.
  • Week 3 - Different Types of Process Models
    Now that you know the basics of process mining, it is time to dive a little bit deeper and show you other ways of discovering a process model from event data.
  • Week 4 - Process Discovery Techniques and Conformance Checking
    In this module we conclude process discovery by discussing alternative approaches. We also introduce how to check the conformance of the event data and the process model.
  • Week 5 - Enrichment of Process Models
    In this module we focus on enriching process models. We can for instance add the data aspect to process models, show bottlenecks on the process model and analyse the social aspects of the process.
  • Week 6 - Operational Support and Conclusion
    In this final module we discuss how process mining can be applied on running processes. We also address how to get the (right) event data, process mining software, and how to get from data to results.

Prérequis

Aucun.

Intervenants

Wil van der Aalst
Professor dr.ir.
Department of Mathematics & Computer Science

Éditeur

Eindhoven University of Technology (TU/e) is a research-driven, design-oriented university of technology with a strong international focus. The university was founded in 1956, and has around 8,500 students and 3,000 staff. TU/e has defined strategic areas focusing on the societal challenges in Energy, Health and Smart Mobility. The Brainport Eindhoven region is one of world’s smartest; it won the title Intelligent Community of the Year 2011.

Plateforme

Coursera est une entreprise numérique proposant des formations en ligne ouverte à tous fondée par les professeurs d'informatique Andrew Ng et Daphne Koller de l'université Stanford, située à Mountain View, Californie.

Ce qui la différencie le plus des autres plateformes MOOC, c'est qu'elle travaille qu'avec les meilleures universités et organisations mondiales et diffuse leurs contenus sur le web.

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