Course modules: MVE441 / MSA220 Statistical learning for big data Spring 21

Planning

Planning Planning

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Plan for the course Plan for the course 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Examples of old exams

Examples of old exams Examples of old exams

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Old exams Old exams 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Page

Expectations on solutions for Exam June 2020 Expectations on solutions for Exam June 2020 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Projects

Projects Projects

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General instructions for projects General instructions for projects 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Context Module Subheader

Project 1 3

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[Project 1, Updated 2021-04-21] Questions [Project 1, Updated 2021-04-21] Questions 4

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

[Project 1] Presentation [Project 1] Presentation 1 5

assignment 172346 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

[Project 1] Code [Project 1] Code 1 6

assignment 172347 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[Project 1] Data [Project 1] Data 7

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Context Module Subheader

Project 2 8

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[Project 2, Updated 2021-04-29] Questions [Project 2, Updated 2021-04-29] Questions 9

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

[Project 2] Presentation [Project 2] Presentation 1 10

assignment 176310 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

[Project 2] Code [Project 2] Code 1 11

assignment 176309 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[Project 2] Data [Project 2] Data 12

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Context Module Subheader

Project 3 13

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[Project 3, Updated 2021-05-26] Questions [Project 3, Updated 2021-05-26] Questions 14

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

[Project 3] Presentation [Project 3] Presentation 1 15

assignment 180023 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

[Project 3] Code [Project 3] Code 1 16

assignment 180024 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Additional Material

Additional Material Additional Material

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Resources for self-studies Resources for self-studies 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[Python] Programming tips and common mistakes [Python] Programming tips and common mistakes 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[Python, Jupyter Notebook] Programming tips and common mistakes [Python, Jupyter Notebook] Programming tips and common mistakes 3

attachment 178469 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[R] Programming tips and common mistakes [R] Programming tips and common mistakes 4

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[R, Jupyter Notebook] Programming tips and common mistakes [R, Jupyter Notebook] Programming tips and common mistakes 5

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[Exam June 2021] Hints, pointers and partial solutions for the exam questions [Exam June 2021] Hints, pointers and partial solutions for the exam questions 6

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Lecture 1: Introduction

Lecture 1: Introduction Lecture 1: Introduction

Complete one item

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Lecture 1 - Recommended Reading Lecture 1 - Recommended Reading 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Page

Lecture 1 - Videos Lecture 1 - Videos 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[PDF] Course information and formalities [PDF] Course information and formalities 3

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[PDF] Slides for lecture 1 [PDF] Slides for lecture 1 4

attachment 165928 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[R] Code to generate figures in lecture 1 [R] Code to generate figures in lecture 1 6

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Lecture 2: Model-based classification

Lecture 2: Model-based classification Lecture 2: Model-based classification

Complete one item

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Lecture 2 - Recommended Reading Lecture 2 - Recommended Reading 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Page

Lecture 2 - Video Lecture 2 - Video 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[PDF] Slides for lecture 2 [PDF] Slides for lecture 2 3

attachment 171995 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[R] Code to generate figures in lecture 2 [R] Code to generate figures in lecture 2 4

attachment 169623 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Lecture 3: Model evaluation and bias-variance tradeoff

Lecture 3: Model evaluation and bias-variance tradeoff Lecture 3: Model evaluation and bias-variance tradeoff

Complete one item

Page

Lecture 3 - Recommended Reading Lecture 3 - Recommended Reading 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Page

Lecture 3 - Video Lecture 3 - Video 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Page

Lecture 3 - Additional Material Lecture 3 - Additional Material 3

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[PDF] Slides for lecture 3 [PDF] Slides for lecture 3 4

attachment 170111 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[R, Updated 2021-04-15] Code to generate figures/tables in lecture 3 [R, Updated 2021-04-15] Code to generate figures/tables in lecture 3 5

attachment 173339 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[PDF] Variance of the Cross-Validation Error [PDF] Variance of the Cross-Validation Error 6

attachment 170114 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Context Module Subheader

Articles referenced in the PDF on variance of the CV error 7

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Nadeau and Bengio (2003).pdf Nadeau and Bengio (2003).pdf 8

attachment 134326 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Bengio and Grandvalet (2004).pdf Bengio and Grandvalet (2004).pdf 9

attachment 134323 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Jiang and Wang (2017).pdf Jiang and Wang (2017).pdf 10

attachment 134324 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Markatou et al. (2005).pdf Markatou et al. (2005).pdf 11

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Lecture 4: Rule-based classification and regression

Lecture 4: Rule-based classification and regression Lecture 4: Rule-based classification and regression

Complete one item

Page

Lecture 4 - Recommended Reading and Additional Material Lecture 4 - Recommended Reading and Additional Material 1

wiki_page 134345 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Page

Lecture 4 - Video Lecture 4 - Video 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[PDF] Slides for lecture 4 [PDF] Slides for lecture 4 3

attachment 172290 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[R] Code to generate figures in lecture 4 [R] Code to generate figures in lecture 4 4

attachment 172291 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Lecture 5: Classification and dimension reduction

Lecture 5: Classification and dimension reduction Lecture 5: Classification and dimension reduction

Complete one item

Page

Lecture 5 - Recommended Reading Lecture 5 - Recommended Reading 1

wiki_page 134349 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Page

Lecture 5 - Video Lecture 5 - Video 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[PDF] Slides for lecture 5 [PDF] Slides for lecture 5 3

attachment 176143 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[R] Code to generate figures in lecture 5 [R] Code to generate figures in lecture 5 4

attachment 176144 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[PDF, WIP] Some more theory on matrix factorisation techniques (PCA, SVD, ...) [PDF, WIP] Some more theory on matrix factorisation techniques (PCA, SVD, ...) 5

attachment 134353 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Lecture 6: Clustering

Lecture 6: Clustering Lecture 6: Clustering

Complete one item

Page

Lecture 6 - Recommended and Additional Reading Lecture 6 - Recommended and Additional Reading 1

wiki_page 134354 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Page

Lecture 6 - Video Lecture 6 - Video 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[PDF] Slides for lecture 6 [PDF] Slides for lecture 6 3

attachment 176146 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

[R] Code to generate figures in lecture 6 [R] Code to generate figures in lecture 6 4

attachment 176147 0

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Lecture 7: Clustering (cont'd)

Lecture 7: Clustering (cont'd) Lecture 7: Clustering (cont'd)

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Lecture 7 - Recommended Reading Lecture 7 - Recommended Reading 1

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Page

Lecture 7 - Video Lecture 7 - Video 2

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[PDF, Updated 2021-04-23] Slides for lecture 7 [PDF, Updated 2021-04-23] Slides for lecture 7 3

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[R, Updated 2021-04-23] Code to generate figures in lecture 7 [R, Updated 2021-04-23] Code to generate figures in lecture 7 4

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Lecture 8: Density-based and high-dimensional clustering

Lecture 8: Density-based and high-dimensional clustering Lecture 8: Density-based and high-dimensional clustering

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Lecture 8 - Video Lecture 8 - Video 1

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[PDF, Updated 2021-04-26] Slides for lecture 8 [PDF, Updated 2021-04-26] Slides for lecture 8 2

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[R] Code to generate figures in lecture 8 [R] Code to generate figures in lecture 8 3

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[PDF] Article that introduced CLIQUE - Agrawal et al. (1998) [PDF] Article that introduced CLIQUE - Agrawal et al. (1998) 4

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[PDF] Article that introduced ProClus - Aggarwal et al. (1999) [PDF] Article that introduced ProClus - Aggarwal et al. (1999) 5

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Lecture 9: Feature selection and regularised regression

Lecture 9: Feature selection and regularised regression Lecture 9: Feature selection and regularised regression

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Lecture 9 - Recommended Reading Lecture 9 - Recommended Reading 1

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Page

Lecture 9 - Video Lecture 9 - Video 2

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[PDF] Slides for lecture 9 [PDF] Slides for lecture 9 3

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Attachment

[R] Code to generate figures in lecture 9 [R] Code to generate figures in lecture 9 4

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Lecture 10: Regularised regression (cont'd)

Lecture 10: Regularised regression (cont'd) Lecture 10: Regularised regression (cont'd)

Complete one item

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Lecture 10 - Recommended Reading Lecture 10 - Recommended Reading 1

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Page

Lecture 10 - Video Lecture 10 - Video 2

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[PDF] Slides for lecture 10 [PDF] Slides for lecture 10 3

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Attachment

[R] Code to generate figures in lecture 10 [R] Code to generate figures in lecture 10 4

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Lecture 11: Data representations - Linear Methods

Lecture 11: Data representations - Linear Methods Lecture 11: Data representations - Linear Methods

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Lecture 11 - Recommended Reading Lecture 11 - Recommended Reading 1

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Page

Lecture 11 - Video Lecture 11 - Video 2

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[PDF] Slides for lecture 11 [PDF] Slides for lecture 11 3

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Attachment

[R] Code to generate figures in lecture 11 [R] Code to generate figures in lecture 11 4

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Attachment

Lee and Seung (1999) - The original Nature article which shows some applications of NMF Lee and Seung (1999) - The original Nature article which shows some applications of NMF 5

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Lee and Seung (2000) - A more technical NeurIPS article describing multiplicative updates for NMF Lee and Seung (2000) - A more technical NeurIPS article describing multiplicative updates for NMF 6

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Lecture 12: Data representations - Kernel Methods

Lecture 12: Data representations - Kernel Methods Lecture 12: Data representations - Kernel Methods

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Lecture 12 - Recommended Reading Lecture 12 - Recommended Reading 1

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Page

Lecture 12 - Video Lecture 12 - Video 2

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Attachment

[PDF] Slides for lecture 12 [PDF] Slides for lecture 12 3

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[R] Code to generate figures in lecture 12 [R] Code to generate figures in lecture 12 4

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Lecture 13: Data representations - Preserving local geometry

Lecture 13: Data representations - Preserving local geometry Lecture 13: Data representations - Preserving local geometry

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Page

Lecture 13 - Recommended Reading Lecture 13 - Recommended Reading 1

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Page

Lecture 13 - Video Lecture 13 - Video 2

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[PDF] Slides for lecture 13 [PDF] Slides for lecture 13 3

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[R] Code to generate figures in lecture 13 [R] Code to generate figures in lecture 13 4

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2008 - Van Der Maaten and Hinton - Article that introduced tSNE 2008 - Van Der Maaten and Hinton - Article that introduced tSNE 5

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Lecture 14: Large-scale methods for data analysis

Lecture 14: Large-scale methods for data analysis Lecture 14: Large-scale methods for data analysis

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Lecture 14 - Video Lecture 14 - Video 1

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Attachment

[PDF] Slides for lecture 14 [PDF] Slides for lecture 14 2

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Attachment

[R] Code to generate figures in lecture 14 [R] Code to generate figures in lecture 14 3

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Lecture 15: Advanced topics

Lecture 15: Advanced topics Lecture 15: Advanced topics

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Page

Lecture 15 - Recommended Reading Lecture 15 - Recommended Reading 1

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Page

Lecture 15 - Video Lecture 15 - Video 2

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[PDF] Slides for lecture 15 [PDF] Slides for lecture 15 3

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[R] Code to generate figures in lecture 15 [R] Code to generate figures in lecture 15 4

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