diff --git a/subjects/ai/pandas/README.md b/subjects/ai/pandas/README.md
index 477f3aa9f0..44d7f6b28c 100644
--- a/subjects/ai/pandas/README.md
+++ b/subjects/ai/pandas/README.md
@@ -66,7 +66,6 @@ I recommend to use:
 The goal of this exercise is to learn to create basic Pandas objects.
 
 1. Create a DataFrame as below this using two ways:
-
    - From a NumPy array
    - From a Pandas Series
 
@@ -168,7 +167,7 @@ For this exercise, use [this dataset](./data/iris.csv).
 
 ### Resources
 
-- [The ultimate Pandas resource](https://bedford-computing.co.uk/learning/wp-content/uploads/2015/10/Python-for-Data-Analysis.pdf)
+- [Awesome pandas](https://github.com/tommyod/awesome-pandas)
 
 - [Pandas documentation](https://pandas.pydata.org/docs/)