Latent Variable Methods in Engineering
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2021-01-20T15:47:59Z
Kevin Dunn
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<div id="mainpage_pagetitle">'''Latent Variable Methods for Engineering'''</div>
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<div class="mainpage_hubtitle">'''Administrative'''</div>
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* [[Course outline | Course outline]]
* [[Course location and hours | Location and hours]]
* [[Course videos| Course videos]]
* [[Latent_Variable_Methods_in_Engineering:About | Copyright and other legal stuff]]
<hr>
'''Announcements'''
* The teaching part of the course for 2011 is complete. You can view all the [[Course videos | class videos here]].
* Thanks for all the valuable feedback on this course. I'm looking forward to teaching this course again soon.
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<div class="mainpage_hubtitle">'''Assignments, projects and datasets'''</div>
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'''Assignments'''
* [[Assignment 1]]
* [[Assignment 2]]
* [[Assignment 3]]
* [[Assignment 4]]
<hr>
'''Project'''
* [[Course project]]
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* [https://openmv.net All course datasets]
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<div class="mainpage_hubtitle">'''Class materials, datasets and video'''</div>
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! Class
! Topic
! Slides [[Image:Nuvola_mimetypes_pdf.png|20px]]
|-
| 1
| [[Overview class | Course overview and introduction to latent variable methods]]
| [[Media:Lvm-class-1.pdf|Class 1 ]]
|-
| 2, 3
| [[Principal Component Analysis | Principal component analysis]] (PCA)
| [[Media:Lvm-class-2.pdf|Class 2 ]], [[Media:Lvm-class-3.pdf|Class 3 ]]
|-
| 4, 5
| [[Process monitoring| Application of PCA to process monitoring]]
| [[Media:Lvm-class-4.pdf|Class 4 ]], [[Media:Lvm-class-5.pdf|Class 5 ]]
|-
| 6, 7
| [[Projection to Latent Structures| Projection to latent structures]] (PLS)
| [[Media:Lvm-class-6.pdf|Class 6 ]], [[Media:Lvm-class-7.pdf|Class 7 ]]
|-
| 7, 8
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Soft sensors; Advanced preprocessing
| [[Media:Lvm-class-7.pdf|Class 7 ]], [[Media:Lvm-class-8.pdf|Class 8 ]]
|-
| 9
| [[Dealing with image data|Dealing with image data]]
| [[Media:Lvm-class-9.pdf|Class 9 ]]
|-
| 10
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Classification
| [[Media:Lvm-class-10.pdf|Class 10 ]]
|-
| 11
| [[Dealing with batch data|Dealing with batch data]]
| [[Media:Lvm-class-11.pdf|Class 11 ]]
|-
| 12
| [[Multiblock data analysis| Multiblock data analysis]]: dealing with data from multiple sources
| [[Media:Lvm-class-12.pdf|Class 12 ]]
|-
| 13
| [[New product development and reformulation]]
| [[Media:Lvm-class-13.pdf|Class 13 ]]
|-
| 14
| [[Course project presentations]]
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----
* [[Course videos| Recorded videos of all classes]]
* [https://learnche.org/literature References and readings]<br>
* [[Image:Nuvola_mimetypes_pdf.png|20px]] A <b>freely available</b> textbook for this course: [http://learnche.org/pid Process Improvement using Data] (ch 6)
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