diff --git a/README.md b/README.md
index 250154a..56e0e7e 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@ Transactions on Machine Learning Research, May, 2023.
 
 # Parameters
 
-Various parameters used in the experiments can be found in [Scripts/Parameters.py]() file.
+Various parameters used in the experiments can be found in [Scripts/Parameters.py](https://github.itap.purdue.edu/Clan-labs/MeanFieldwithGlobalState/blob/main/Scripts/Parameters.py) file.
 
 # Software and Packages
 
@@ -32,7 +32,7 @@ matplotlib 3.5.0
 
 Generated results will be stored in Results folder (will be created on the fly).
 Some pre-generated results are available for display in the Display folder. Specifically, 
-[Fig. 1]() depicts the error as a function 
+[Fig. 1](https://github.itap.purdue.edu/Clan-labs/MeanFieldwithGlobalState/blob/main/Display/Fig1.png) depicts the error as a function 
 of N (the number of agents). 
 
 # Run Experiments