diff --git a/README.md b/README.md
index 1c17f69ca..8099a0511 100755
--- a/README.md
+++ b/README.md
@@ -14,6 +14,7 @@ and [XGBoost](https://github.com/dmlc/xgboost) frameworks for commonly used
 
 We publish blogs on Medium, so [follow us](https://medium.com/intel-analytics-software/tagged/machine-learning) to learn tips and tricks for more efficient data analysis. Here are our latest blogs:
 
+- [Optimizing CatBoost Performance](https://medium.com/intel-analytics-software/optimizing-catboost-performance-4f73f0593071)
 - [Intel Gives Scikit-Learn the Performance Boost Data Scientists Need](https://medium.com/intel-analytics-software/intel-gives-scikit-learn-the-performance-boost-data-scientists-need-42eb47c80b18)
 - [From Hours to Minutes: 600x Faster SVM](https://medium.com/intel-analytics-software/from-hours-to-minutes-600x-faster-svm-647f904c31ae)
 - [Improve the Performance of XGBoost and LightGBM Inference](https://medium.com/intel-analytics-software/improving-the-performance-of-xgboost-and-lightgbm-inference-3b542c03447e)