Manual/Modules/Neural-Network-Training.md

@@ -5,9 +5,6 @@ This script provides a solution for training a neural network (NN) model utilizi
 
 ## Script Overview
 
-### Logging and Suppression of Warnings
-
-The script begins by setting up logging configurations and suppressing warning messages to enhance clarity during execution.
 
 ### Neural Network Architecture Definition
 
@@ -32,6 +29,7 @@ The main training process involves reading data from specified folders, normaliz
 ### Early Stopping Mechanism
 
 The script implements an early stopping mechanism based on validation loss to prevent overfitting.
+The `patience` parameter indicates how many epochs to wait before terminating the training process, when the validation loss is increasing. There is also a minimum number of epochs (for example 20) which 
 
 ### Evaluation and Results Logging