Difference between revisions of "Main Page"

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! Class
! Class
! Topic
! Topic
! Slides
! Slides [[Image:Nuvola_mimetypes_pdf.png|20px]]
|-
|-
| 1
| 1
| [[Overview class | Course overview and introduction to latent variable methods]]
| [[Overview class | Course overview and introduction to latent variable methods]]
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-1.pdf]] [[Media:Lvm-class-1.pdf|Class 1 ]]
| [[Media:Lvm-class-1.pdf|Class 1 ]]
|-
|-
| 2, 3
| 2, 3
| [[Principal Component Analysis | Principal component analysis]] (PCA)
| [[Principal Component Analysis | Principal component analysis]] (PCA)
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-2.pdf]] [[Media:Lvm-class-2.pdf|Class 2 ]],  [[Media:Lvm-class-3.pdf|Class 3 ]]
| [[Media:Lvm-class-2.pdf|Class 2 ]],  [[Media:Lvm-class-3.pdf|Class 3 ]]
|-
|-
| 4, 5
| 4, 5
| [[Process monitoring| Application of PCA to process monitoring]]
| [[Process monitoring| Application of PCA to process monitoring]]
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-4.pdf]] [[Media:Lvm-class-4.pdf|Class 4 ]],  [[Media:Lvm-class-5.pdf|Class 5 ]]
| [[Media:Lvm-class-4.pdf|Class 4 ]],  [[Media:Lvm-class-5.pdf|Class 5 ]]
|-
|-
| 6, 7
| 6, 7
| [[Projection to Latent Structures| Projection to latent structures]] (PLS)
| [[Projection to Latent Structures| Projection to latent structures]] (PLS)
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-6.pdf]] [[Media:Lvm-class-6.pdf|Class 6 ]],  [[Media:Lvm-class-7.pdf|Class 7 ]]
| [[Media:Lvm-class-6.pdf|Class 6 ]],  [[Media:Lvm-class-7.pdf|Class 7 ]]
|-
|-
| 7, 8
| 7, 8
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Soft sensors; Advanced preprocessing
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Soft sensors; Advanced preprocessing
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-7.pdf]] [[Media:Lvm-class-7.pdf|Class 7 ]],  [[Media:Lvm-class-8.pdf|Class 8 ]]
| [[Media:Lvm-class-7.pdf|Class 7 ]],  [[Media:Lvm-class-8.pdf|Class 8 ]]
|-
|-
| 9  
| 9  
| [[Dealing with image data|Dealing with image data]]
| [[Dealing with image data|Dealing with image data]]
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-9.pdf]] [[Media:Lvm-class-9.pdf|Class 9 ]]
| [[Media:Lvm-class-9.pdf|Class 9 ]]
|-  
|-  
| 10  
| 10  
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Classification
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Classification
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-10.pdf]] [[Media:Lvm-class-10.pdf|Class 10 ]]
| [[Media:Lvm-class-10.pdf|Class 10 ]]
|-
|-
| 11
| 11
| [[Dealing with batch data|Dealing with batch data]]
| [[Dealing with batch data|Dealing with batch data]]
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-11.pdf]] [[Media:Lvm-class-11.pdf|Class 11 ]]
| [[Media:Lvm-class-11.pdf|Class 11 ]]
|-
|-
| 12
| 12
| [[Multiblock data analysis| Multiblock data analysis]]: dealing with data from multiple sources
| [[Multiblock data analysis| Multiblock data analysis]]: dealing with data from multiple sources
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-12.pdf]] [[Media:Lvm-class-12.pdf|Class 12 ]]
| [[Media:Lvm-class-12.pdf|Class 12 ]]
|-
|-
| 13
| 13
| [[New product development and reformulation]]
| [[New product development and reformulation]]
| [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:Lvm-class-13.pdf]] [[Media:Lvm-class-13.pdf|Class 13 ]]
| [[Media:Lvm-class-13.pdf|Class 13 ]]
|-
|-
| 14
| 14
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----
----
* [[Course videos| Recorded videos of all classes]]
* [[Course videos| Recorded videos of all classes]]
* [http://literature.connectmv.com/ References and readings]<br>
* [https://learnche.org/literature References and readings]<br>
* A <b>freely available</b> textbook for this course: [http://learnche.org/pid Process Improvement using Data] (ch 6)
* [[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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</div>
|}
|}

Latest revision as of 15:47, 20 January 2021

Latent Variable Methods for Engineering


Administrative
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Announcements

  • The teaching part of the course for 2011 is complete. You can view all the class videos here.
  • Thanks for all the valuable feedback on this course. I'm looking forward to teaching this course again soon.
Assignments, projects and datasets
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Assignments

Project

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Class materials, datasets and video
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Class Topic Slides Nuvola mimetypes pdf.png
1 Course overview and introduction to latent variable methods Class 1
2, 3 Principal component analysis (PCA) Class 2 , Class 3
4, 5 Application of PCA to process monitoring Class 4 , Class 5
6, 7 Projection to latent structures (PLS) Class 6 , Class 7
7, 8 Applications of latent variable methods: Soft sensors; Advanced preprocessing Class 7 , Class 8
9 Dealing with image data Class 9
10 Applications of latent variable methods: Classification Class 10
11 Dealing with batch data Class 11
12 Multiblock data analysis: dealing with data from multiple sources Class 12
13 New product development and reformulation Class 13
14 Course project presentations
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