[DOC] Preprocessing notebook (#2345)

* preprocessing notebook * links * links * remove dead links * link * link
aeon-toolkit · Nov 15, 2024 · 344c831 · 344c831
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diff --git a/docs/examples.md b/docs/examples.md
@@ -183,6 +183,17 @@ Overview of Transformations
 
 :::
 
+:::{grid-item-card}
+:img-top: examples/transformations/img/preprocessing.png
+:class-img-top: aeon-card-image-m
+:link: /examples/transformations/preprocessing.ipynb
+:link-type: ref
+:text-align: center
+
+Preprocessing time series
+
+:::
+
 :::{grid-item-card}
 :img-top: examples/transformations/img/tsfresh.png
 :class-img-top: aeon-card-image-m
@@ -238,17 +249,6 @@ SAST transform
 
 :::
 
-:::{grid-item-card}
-:img-top: examples/transformations/img/interpolation.png
-:class-img-top: aeon-card-image-m
-:link: /examples/transformations/interpolation.ipynb
-:link-type: ref
-:text-align: center
-
-Interpolation
-
-:::
-
 :::{grid-item-card}
 :img-top: examples/transformations/img/signature.png
 :class-img-top: aeon-card-image-m
@@ -260,17 +260,6 @@ Signature method
 
 :::
 
-:::{grid-item-card}
-:img-top: examples/transformations/img/theta.png
-:class-img-top: aeon-card-image-m
-:link: /examples/transformations/theta_transform.ipynb
-:link-type: ref
-:text-align: center
-
-Theta transform
-
-:::
-
 ::::
 
 ## Segmentation
@@ -343,7 +332,7 @@ Using aeon distances with scikit-learn
 
 ::::
 
-## Similarity search
+## Similarity Search
 
 ::::{grid} 2 3 4 4
 :gutter: 1

diff --git a/examples/transformations/img/preprocessing.png b/examples/transformations/img/preprocessing.png