課程信息
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中級

完成時間大約為30 小時

建議:6 weeks of study, 3 to 5 hours/week of material + self study...

英語(English)

字幕:英語(English)

您將獲得的技能

Petri NetProcess ModelingProcess MiningData Mining

100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

根據您的日程表重置截止日期。

中級

完成時間大約為30 小時

建議:6 weeks of study, 3 to 5 hours/week of material + self study...

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 6 小時

Introduction and Data Mining

18 個視頻 (總計 228 分鐘), 7 個閱讀材料, 2 個測驗
18 個視頻
1.1: Data Science and Big Data16分鐘
1.2: Different Types of Process Mining21分鐘
1.3: How Process Mining Relates to Data Mining20分鐘
1.4: Learning Decision Trees26分鐘
1.5: Applying Decision Trees20分鐘
1.6: Association Rule Learning18分鐘
1.7: Cluster Analysis13分鐘
1.8: Evaluating Mining Results14分鐘
Introducing Fluxicon & Disco10分鐘
Real Life Session 01: The Demo Scenario (7 min.)7分鐘
Real Life Session 02: Process Discovery and Simplification (11 min.)10分鐘
Real Life Session 03: Statistics, Cases and Variants (8 min.)7分鐘
Real Life Session 04: Bottleneck Analysis (7 min.)7分鐘
Real Life Session 05: Compliance Analysis (6 min.)5分鐘
Real Life Session 06: Tip 1 - Keep Copies of your Analyses (4 min.)4分鐘
Real Life Session 07: Tip 2 - Take Different Views on your Process (7 min.)7分鐘
Real Life Session 08: Tip 3 - Exporting Results (4 min.)4分鐘
7 個閱讀材料
Welcome to Process Mining: Data Science in Action10分鐘
The Forum is your (Extended) Classroom10分鐘
Process Mining: Data Science in Action Getting Started!10分鐘
[Extra] The data used in the lectures10分鐘
How is Process Mining Different from Data Mining?10分鐘
Quick Note Regarding Quizzes in this Course10分鐘
Real-life Process Mining Session10分鐘
2 個練習
Quiz 120分鐘
Real-life Process Mining Session Quiz (Not for points)12分鐘
2
完成時間為 4 小時

Process Models and Process Discovery

8 個視頻 (總計 159 分鐘), 1 個閱讀材料, 2 個測驗
8 個視頻
2.2: Petri Nets (1/2)16分鐘
2.3: Petri Nets (2/2)17分鐘
2.4: Transition Systems and Petri Net Properties20分鐘
2.5: Workflow Nets and Soundness16分鐘
2.6: Alpha Algorithm: A Process Discovery Algorithm25分鐘
2.7: Alpha Algorithm: Limitations23分鐘
2.8: Introducing ProM and Disco25分鐘
1 個閱讀材料
Using Event Data to Tear Down the Towers of Babel in Process Management10分鐘
2 個練習
Quiz 220分鐘
Tool Quiz40分鐘
3
完成時間為 3 小時

Different Types of Process Models

8 個視頻 (總計 145 分鐘), 1 個閱讀材料, 1 個測驗
8 個視頻
3.2: On The Representational Bias of Process Mining16分鐘
3.3: Business Process Model and Notation (BPMN)15分鐘
3.4: Dependency Graphs and Causal Nets21分鐘
3.5: Learning Dependency Graphs21分鐘
3.6: Learning Causal nets and Annotating Them18分鐘
3.7: Learning Transition Systems14分鐘
3.8: Using Regions to Discover Concurrency18分鐘
1 個閱讀材料
Process Mining in the Large: Smart Data Scientists Are More Important Than Big Computers!!10分鐘
1 個練習
Quiz 320分鐘
4
完成時間為 5 小時

Process Discovery Techniques and Conformance Checking

8 個視頻 (總計 129 分鐘), 1 個閱讀材料, 2 個測驗
8 個視頻
4.2: Alternative Process Discovery Techniques22分鐘
4.3: Introduction to Conformance Checking11分鐘
4.4: Conformance Checking Using Causal Footprints10分鐘
4.5: Conformance Checking Using Token-Based Replay14分鐘
4.6: Token Based Replay: Some Examples15分鐘
4.7: Aligning Observed and Modeled Behavior18分鐘
4.8: Exploring Event Data20分鐘
1 個閱讀材料
Conformance Checking: Positive and Negative Deviants10分鐘
1 個練習
Quiz 420分鐘
4.8
148 個審閱Chevron Right

25%

完成這些課程後已開始新的職業生涯

34%

通過此課程獲得實實在在的工作福利

來自过程挖掘:数据科学实战的熱門評論

創建者 RKJul 2nd 2019

The course is designed and presented by professor aptly for beginners. I think before reading the Process Mining book it is good to take this course and then read the book later. The quizzes are good.

創建者 ATMay 13th 2018

Very interesting course, explained in a understandable way and rich of high level topics. Essential for anyone who likes statistics and process analysis. Many congratulations for it!

講師

Avatar

Wil van der Aalst

Professor dr.ir.
Department of Mathematics & Computer Science

關於 埃因霍温科技大学

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....

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