課程信息
4.8
427 個評分
123 個審閱

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中級

完成時間大約為18 小時

建議:2 to 3 hours of lectures and assessments per week, over 5 weeks of study...

英語(English)

字幕:英語(English), 西班牙語(Spanish), 巴西葡萄牙語

您將獲得的技能

Process OptimizationR ProgrammingExperimental DesignExperiment

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18 小時

建議:2 to 3 hours of lectures and assessments per week, over 5 weeks of study...

英語(English)

字幕:英語(English), 西班牙語(Spanish), 巴西葡萄牙語

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 1 小時

Introduction

We perform experiments all the time, so let's learn some terminology that we will use throughout the course. We show plenty of examples, and see how to analyze an experiment. We end by pointing out: "how not to run an experiment"....
5 個視頻 (總計 27 分鐘), 1 個閱讀材料, 2 個測驗
5 個視頻
1A: Why experiments are so important7分鐘
1B: Some basic terminology5分鐘
1C: Analysis of your first experiment8分鐘
1D: How NOT to run an experiment3分鐘
1 個閱讀材料
Materials for this section10分鐘
2 個練習
Ungraded practice quiz 112分鐘
Module 1 quiz18分鐘
2
完成時間為 2 小時

Analysis of experiments by hand

The focus is on manual calculations. Why? Because you have to understand the most basic building blocks of efficient experiments. We look at systems with 2 and 3 variables (factors). Don't worry; the computer will do the work in the next module....
5 個視頻 (總計 59 分鐘), 1 個閱讀材料, 2 個測驗
5 個視頻
2B: Numeric predictions from two-factor experiments7分鐘
2C: Two-factor experiments with interactions15分鐘
2D: In-depth case study: analyzing a system with 3 factors by hand17分鐘
Enrichment: Made for you by Madeleine: an interview with Joy5分鐘
1 個閱讀材料
Materials for this section10分鐘
2 個練習
Ungraded practice quiz 214分鐘
Module 2 quiz18分鐘
3
完成時間為 1 小時

Using computer software to analyze experiments

Now we use free software to do the work for us. You can even run the software through a website (without installing anything special). We look at systems with 2, 3 and 4 factors. Most importantly we focus on the software interpretation....
5 個視頻 (總計 39 分鐘), 1 個閱讀材料, 2 個測驗
5 個視頻
3B: Solving the mathematical model for a 2 factor experiment using software8分鐘
3C: Using computer software for a 3 factor experiment8分鐘
3D: Case study: a 4-factor system using computer software9分鐘
Enrichment: Dr. Soo Chan Carusone talks about experiments in a medical context7分鐘
1 個閱讀材料
Materials for this section10分鐘
2 個練習
Ungraded practice quiz 312分鐘
Module 3 quiz14分鐘
4
完成時間為 3 小時

Getting more information, with fewer experiments

This is where the course gets tough and rough, but real. The quiz at the end if a tough one, so take it several times to be sure you have mastered the material - that's all that matters - understanding. We want to do as few experiments as possible, while still learning the most we can. Feel free to skip to module 5, which is the crucial learning from the whole course. You can come back here later. In module 4 we show how to do *practical* experiments that practitioners use everyday. We learn about important safeguards to ensure that we are not mislead by Mother Nature....
9 個視頻 (總計 88 分鐘), 1 個閱讀材料, 3 個測驗
9 個視頻
4B: The technical details behind half-fractions - math warning!9分鐘
4C: A case study with aliasing in a fractional factorial6分鐘
4D: All about disturbances, why we randomize, and what covariates are10分鐘
4E: All about blocking9分鐘
4F: Introducing aliasing notation11分鐘
4G: Using aliasing notation to plan experiments10分鐘
4H: An example of an analyzing an experiment with aliasing9分鐘
Enrichment: My colleague, David, and his student Jeff, talk about water treatment experiments5分鐘
1 個閱讀材料
Materials for this section10分鐘
3 個練習
Ungraded practice quiz 4: [4A,B,C,D]18分鐘
Ungraded practice quiz [4E, 4F, 4G, 4H]16分鐘
Module 4 quiz [4A to 4H]20分鐘
4.8
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創建者 EBFeb 19th 2018

Very good course,and an excellent instructor. Thank you very much Professor Kevin Dunn.\n\nI enjoyed your course, and I really appreciate the time and effort you put into those lessons

創建者 ACFeb 19th 2018

Fantastic .. as i am studying to gain the black belt in Six Sigma training, I was stuck on the design of experiment, but with this course I solved it !!!!\n\nHtank you very much

講師

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Kevin Dunn

Formerly: Assistant Professor
Chemical Engineering

關於 麦克马斯特大学

Founded in 1887, McMaster University is committed to creativity, innovation, and excellence by inspiring critical thinking, personal growth, and a passion for learning. Ranked amongst the Top 100 universities in the world, McMaster pioneered a learner-centred, problem-based, interdisciplinary approach to learning that is now known worldwide as the “McMaster Model”. ...

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