Process Mining: Data science in Action

Course
en
English
30 h
This content is rated 4.5 out of 5
Source
  • From www.coursera.org
Conditions
  • Self-paced
  • Free Access
  • Fee-based Certificate
More info
  • 6 Sequences
  • Intermediate Level

Course details

Syllabus

  • 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.

Prerequisite

None

Instructors

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

Editor

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.

Platform

Coursera is a digital company offering massive open online course founded by computer teachers Andrew Ng and Daphne Koller Stanford University, located in Mountain View, California. 

Coursera works with top universities and organizations to make some of their courses available online, and offers courses in many subjects, including: physics, engineering, humanities, medicine, biology, social sciences, mathematics, business, computer science, digital marketing, data science, and other subjects.

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