diff --git a/README.md b/README.md
index c5e5d14..e91c188 100644
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@@ -2,3 +2,6 @@
 
 Stochastic Gradient Descent 
 -> In the .png files, "m" indicates number of thetas and "lr" indicates learning rate or alpha
+
+Binary Logistic Regression
+-> In the .png files, "lr" indicates learning rate or alpha