diff --git a/README.md b/README.md
index c2e0217..6b8ae31 100644
--- a/README.md
+++ b/README.md
@@ -52,14 +52,10 @@ We introduce a comprehensive framework that models and predicts the full conditi
 :boom: [2021-11-14] XGBoostLSS v0.1.0 is released!
 
 ## `Installation`
-To install XGBoostLSS, please first run
+To install XGBoostLSS, please run
 ```python
 pip install git+https://github.com/StatMixedML/XGBoostLSS.git
 ```
-Then, to install the shap-dependency, run
-```python
-pip install git+https://github.com/dsgibbons/shap.git
-```
 
 ## `Available Distributions`
 Our framework is built upon PyTorch and Pyro, enabling users to harness a diverse set of distributional families. XGBoostLSS currently supports the [following distributions](https://statmixedml.github.io/XGBoostLSS/distributions/).