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diff --git a/doc/diagrams/useCase_trainTheEngine.puml b/doc/diagrams/useCase_trainTheEngine.puml
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+++ b/doc/diagrams/useCase_trainTheEngine.puml
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+@startuml
+
+!include skinparams.puml
+
+actor "Human user" as user
+
+boundary "Training CLI" as cli
+control "Read files" as read
+control "Create initial model" as initial
+entity "Neural network" as nn
+control "Train network" as train
+boundary "Model file" as model
+
+user -> cli : provide input files
+cli -> read
+read -> initial
+initial -> nn
+loop until final epoch reached
+    train <- nn : expose to training
+    train -> nn : update
+end
+nn -> model : save neural network model
+
+@enduml