tp: add clustering

2022-04-01 15:25:58 +02:00 · 2022-04-01 15:25:58 +02:00 · 58909f92bb
commit 58909f92bb
parent 9ce1eac7b8
19 changed files with 7619 additions and 0 deletions
--- a/.gitignore
+++ b/.gitignore
@ -618,3 +618,9 @@ $RECYCLE.BIN/

 # Windows shortcuts
 *.lnk
+
+# Dataset
+tp/clustering/mars/*.csv
+tp/clustering/mars/*.zip
+tp/clustering/ensemble/images/
+tp/clustering/ensemble/representations/
--- a/tp/clustering/agglomerative.ipynb
+++ b/tp/clustering/agglomerative.ipynb
--- a/tp/clustering/ensemble/data.txt
+++ b/tp/clustering/ensemble/data.txt
@ -0,0 +1,6 @@
+To download the FEI dataset and the corresponding extracted CNN feature representations, used in the Ensemble clustering hands-on, please use the following link:
+
+The representations are .h5 files (read using h5py)
+Each .h5 representation file contains:
+ - a "data" key (containing the features)
+ - a "labels" key (containing the corresponding ground truth)
--- a/tp/clustering/ensemble/ensemble.ipynb
+++ b/tp/clustering/ensemble/ensemble.ipynb
--- a/tp/clustering/ensemble/stater.ipynb
+++ b/tp/clustering/ensemble/stater.ipynb
--- a/tp/clustering/ensemble/subject.pdf
+++ b/tp/clustering/ensemble/subject.pdf
--- a/tp/clustering/gmm.ipynb
+++ b/tp/clustering/gmm.ipynb
--- a/tp/clustering/images/aggloClustering_linkage_comparison.png
+++ b/tp/clustering/images/aggloClustering_linkage_comparison.png
--- a/tp/clustering/images/clustering_recommender.png
+++ b/tp/clustering/images/clustering_recommender.png
--- a/tp/clustering/images/example_lego_in.png
+++ b/tp/clustering/images/example_lego_in.png
--- a/tp/clustering/images/example_lego_out.png
+++ b/tp/clustering/images/example_lego_out.png
--- a/tp/clustering/images/example_tools_in.png
+++ b/tp/clustering/images/example_tools_in.png
--- a/tp/clustering/images/example_tools_out.jpg
+++ b/tp/clustering/images/example_tools_out.jpg
--- a/tp/clustering/images/forest_segmentation.png
+++ b/tp/clustering/images/forest_segmentation.png
--- a/tp/clustering/images/tumor.jpg
+++ b/tp/clustering/images/tumor.jpg
--- a/tp/clustering/intro.ipynb
+++ b/tp/clustering/intro.ipynb
--- a/tp/clustering/kmeans.ipynb
+++ b/tp/clustering/kmeans.ipynb
--- a/tp/clustering/mars/mars.ipynb
+++ b/tp/clustering/mars/mars.ipynb
--- a/tp/clustering/mars/subject.pdf
+++ b/tp/clustering/mars/subject.pdf