diff --git a/assignment 5/README.md b/assignment 5/README.md
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-# Description of Assignment 4
+[# Description of Assignment 4
 ### Author: [Fotios Lygerakis](https://github.com/ligerfotis)
 
 ### Implement the Perceptron algorithm for classification of the Iris dataset.
@@ -58,3 +58,4 @@
     * Use LinearRegression() from sklearn.linear_model to train a linear regression model.
     * Use mean_squared_error() from sklearn.metrics to calculate the mean squared error of the linear regression model.
 * Compare the mean squared error of the linear regression model with the mean squared error of the multilayer perceptron model.
+]()
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