diff --git a/README.md b/README.md
index d39cbb31..47fcc824 100644
--- a/README.md
+++ b/README.md
@@ -68,7 +68,7 @@ Sequentia provides the following algorithms, all supporting multivariate sequenc
- Example of a classification algorithm: a multi-class HMM sequence classifier
+ Example of a classification algorithm (HMM sequence classifier)
### Preprocessing methods
diff --git a/docs/_static/classifier.svg b/docs/_static/classifier.svg
index a802b033..a08d8c51 100644
--- a/docs/_static/classifier.svg
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@@ -1,3 +1,3 @@
-
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+Class 1...Class 2...Class C...Train a HMM for each class
(Baum-Welch algorithm)
Train a HMM for each class...Calculate (un-normalized) posteriors
for a new observation sequence
(Forward algorithm)
Calculate (un-normalized) posteri...\lamb...Find the HMM that maximizes the posterior probability of given Find the HMM that maximizes the post...\math...c^{(n...c^{(n...c^{(n...Split training data by class
Split training data by class
\mathb...\mathb...\mathb...
c'Assign to the class of the model with the highest posterior
Assign O' to the class c' of the mod...Viewer does not support full SVG 1.1
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