diff --git a/examples/README.md b/examples/README.md
index 8c06df0..2c4ed2a 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -2,7 +2,7 @@
 
 This folder contains a collection of example ipython notebooks illustrating different use cases.
 
-1. [Getting started with XGBoost](quickstart_xboost.ipynb)
+1. [Getting started with XGBoost](quickstart_xgboost.ipynb)
 2. [Getting started with Autogluon](quickstart_autogluon.ipynb)
 3. [Getting started with Deep Learning and Computer Vision](quickstart_DeepFairPredictor_computer_vision.ipynb)
 4. [Code for training deep models compatible with OxonFair](training_a_two_head_model/two_head_model_demo.py)
@@ -11,4 +11,4 @@ This folder contains a collection of example ipython notebooks illustrating diff
     a. A comparison using random forests and decision trees on the adult dataset. [Here](adult_fairlearn_comparision.ipynb)
     b. A comparison using xgboost on medical data. [Here](high-dim_fairlearn_comparision.ipynb)
     c. A comparison of run time using xgboost on multiple groups. [Here](multi_group_fairlearn_comparision.ipynb)
-7. A Comparision with [Fairret](./fairret.ipynb).
\ No newline at end of file
+7. A Comparision with [Fairret](./fairret.ipynb).