diff --git a/contrib/plotting-visualization/matplotlib.md b/contrib/plotting-visualization/matplotlib.md
index 720dff8..02f17f5 100644
--- a/contrib/plotting-visualization/matplotlib.md
+++ b/contrib/plotting-visualization/matplotlib.md
@@ -41,9 +41,10 @@ plt.tight_layout()
 plt.show()
 ```
 
-![img](scatterplot.png)
 
 
+![scatterplot](https://github.com/Harshita297/learn-python/assets/122027571/aa57eb31-4377-4f75-9a97-e4fa7a54a938)
+
 
 ### 3.] Bar plot
 Bar plot is a type of plot that plots the frequency distrubution of the categorical variables. Each entity of the categoric variable is represented as a bar. The size of the bar represents its numeric value.
@@ -60,7 +61,8 @@ plt.ylabel("Y values")
 
 plt.show()
 ```
-![img](barplot.png)
+![barplot](https://github.com/Harshita297/learn-python/assets/122027571/00cea3cd-a962-4bfe-b158-921389ee564c)
+
 
 
 ### 4.] Histogram
@@ -77,8 +79,11 @@ plt.ylabel("Frequency Distribution")
 
 plt.show()
 ```
-
-![img](histogram.png)
+![histogram](https://github.com/Harshita297/learn-python/assets/122027571/32470819-bac5-4bb2-9f36-79521fa40bf3)
+
+
+
+