Course modules

Planning

Planning Planning

Page

Plan for the rest of the term Plan for the rest of the term 1

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Page

Chapter marks in lecture videos Chapter marks in lecture videos 2

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Exam

Exam Exam

Page

Expectations on submissions Expectations on submissions 1

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Projects

Projects Projects

Page

Instructions for projects 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 2

context_module_sub_header 72561 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

Topics for project 1 Topics for project 1 3

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Assignment

[individual hand-in] Classification for increasing feature space dimension [individual hand-in] Classification for increasing feature space dimension 0 4

assignment 74590 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

[individual hand-in] Determine classifier strengths [individual hand-in] Determine classifier strengths 0 5

assignment 74591 1

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Assignment

[individual hand-in] Mislabeling in training data [individual hand-in] Mislabeling in training data 0 6

assignment 74592 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
Context Module Subheader

Project 2 7

context_module_sub_header 72562 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
Assignment

Impact of linkage on hierarchical clustering and covariance type on GMM clustering Impact of linkage on hierarchical clustering and covariance type on GMM clustering 0 8

assignment 76446 1

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Assignment

Other ways of selecting cluster count Other ways of selecting cluster count 0 9

assignment 76447 1

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Assignment

The effect of unrelated features in high-dimensional clustering The effect of unrelated features in high-dimensional clustering 0 10

assignment 76448 1

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Context Module Subheader

Project 3 11

context_module_sub_header 72563 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

Project 3: A general note on simulating data Project 3: A general note on simulating 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
Assignment

The lasso and sparsity levels The lasso and sparsity levels 0 13

assignment 79116 1

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Assignment

Group lasso: Wrong vs correct groups Group lasso: Wrong vs correct groups 0 14

assignment 79117 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

Sparse vs dense classification Sparse vs dense classification 0 15

assignment 79118 1

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Context Module Subheader

Project 4 16

context_module_sub_header 72564 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] Algorithm for kernel ridge regression [PDF] Algorithm for kernel ridge regression 17

attachment 80555 0

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Attachment

[PDF] Description and algorithm for kernel k-means [PDF] Description and algorithm for kernel k-means 18

attachment 80556 0

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Attachment

[PDF] Reminder on NMF clustering [PDF] Reminder on NMF clustering 19

attachment 80557 0

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Assignment

Kernel k-means Kernel k-means 0 20

assignment 80561 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

Kernel ridge regression Kernel ridge regression 0 21

assignment 80563 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

NMF clustering NMF clustering 0 21

assignment 80562 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

Context Module Subheader

Zoom Session (2020-04-20) 1

context_module_sub_header 77017 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] Slightly in-depth summary of the Zoom session on 2020-04-20 [PDF] Slightly in-depth summary of the Zoom session on 2020-04-20 2

attachment 77150 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 the moons example (Zoom session 2020-04-20) [R] Code to generate the moons example (Zoom session 2020-04-20) 3

attachment 77014 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

Sources for Zoom session (2020-04-20) 4

context_module_sub_header 77015 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 5

attachment 77016 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 6

attachment 77018 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 7

attachment 77019 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

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

attachment 77021 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

Ng and Jordan (2002).pdf Ng and Jordan (2002).pdf 9

attachment 77020 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 1: Introduction

Lecture 1: Introduction Lecture 1: Introduction

Complete one item

Page

Lecture 1 - Recommended Reading Lecture 1 - Recommended Reading 1

wiki_page 71057 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 1 - Videos Lecture 1 - Videos 2

must_view wiki_page 63211 0

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Attachment

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

attachment 71043 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, Updated] Slides for lecture 1 [PDF, Updated] Slides for lecture 1 4

attachment 72608 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 5

attachment 71052 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
Discussion topic

[Discuss] Derivation of the optimal regression function [Discuss] Derivation of the optimal regression function 6

discussion_topic 72366 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 2: Model-based classification

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

Complete one item

Page

Lecture 2 - Recommended Reading Lecture 2 - Recommended Reading 1

wiki_page 63212 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 2 - Video Lecture 2 - Video 2

must_view wiki_page 70903 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, Updated 2020-03-31] Slides for lecture 2 [PDF, Updated 2020-03-31] Slides for lecture 2 3

attachment 73381 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 71867 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
Discussion topic

[Discuss] Discriminant Analysis and its MLE [Discuss] Discriminant Analysis and its MLE 5

discussion_topic 72367 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

wiki_page 71873 0

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Page

Lecture 3 - Video Lecture 3 - Video 2

must_view wiki_page 72036 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 3 - Additional Material Lecture 3 - Additional Material 3

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Attachment

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

attachment 72774 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/tables in lecture 3 [R] Code to generate figures/tables in lecture 3 5

attachment 72363 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
Discussion topic

[Discuss] Derivation of the bias-variance tradeoff for regression models [Discuss] Derivation of the bias-variance tradeoff for regression models 6

discussion_topic 72374 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 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 72364 0

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Page

Lecture 4 - Video Lecture 4 - Video 2

must_view wiki_page 73045 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, Updated 2020-04-22] Slides for lecture 4 [PDF, Updated 2020-04-22] Slides for lecture 4 3

attachment 77213 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 73047 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

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Page

Lecture 5 - Video Lecture 5 - Video 2

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

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

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[PDF, WIP] Theoretical information on matrix factorisation techniques (PCA, SVD, ...) [PDF, WIP] Theoretical information on matrix factorisation techniques (PCA, SVD, ...) 5

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Lecture 6: Clustering

Lecture 6: Clustering Lecture 6: Clustering

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Lecture 6 - Recommended Reading Lecture 6 - Recommended Reading 1

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Page

Lecture 6 - Video Lecture 6 - Video 2

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

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

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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] Slides for lecture 7 [PDF] Slides for lecture 7 3

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[R] Code to generate figures in lecture 7 [R] 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] Slides for lecture 8 [PDF] Slides for lecture 8 2

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Attachment

[R] Code to generate tables and figures in lecture 8 [R] Code to generate tables and 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)

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

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

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Lee and Seung (2000) - A more technical NeurIPS article describing multiplicative updates Lee and Seung (2000) - A more technical NeurIPS article describing multiplicative updates 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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[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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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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[PDF] Slides for lecture 14 [PDF] Slides for lecture 14 2

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Attachment

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

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Lecture 15: Advanced topics

Lecture 15: Advanced topics Lecture 15: Advanced topics

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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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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