Updated README.md

Author: lamferzon

README.md

@@ -1,4 +1,4 @@
-<h1 align="center">Implementation in MATLAB of the PLS algorithm for classification</h1>
+# Implementation in MATLAB of the PLS algorithm for classification
 
 ## Authors
 * **FERRARI Lorenzo**, postgraduate in Computer Engineering at University of Bergamo.
@@ -19,3 +19,11 @@ It is enough to put [PLS.m](Scripts/PLS.m) in your working directory and methods
 
 ## Coding example 
 [Data_analysis.mlx](Scripts/Data_analysis.mlx) contains an example of how this MATLAB class can be used to solve a classification problem by using the PLS algorithm. In particular, the covered problem deals with **steel plates fault detection**. The source dataset is available on [Kaggle](https://www.kaggle.com/datasets/uciml/faulty-steel-plates).
+
+### Results plotting 
+The following graphs summarize some resullts of the data analysis:
+
+<img src = "ForReadme/plot2.svg" alt = "plot1" width = "70%" height = "70%" align = "center" />
+<img src = "ForReadme/plot1.svg" alt = "plot2" width = "70%" height = "70%" align = "center" />
+<img src = "ForReadme/plot3.svg" alt = "plot3" width = "70%" height = "70%" align = "center" />
+<img src = "ForReadme/plot4.svg" alt = "plot4" width = "70%" height = "70%" align = "center" />