diff --git a/README.md b/README.md
index 8efcea494741b8f828bcbc927a739f9cb278f248..4cccfde2a83c64da399c42fc00fd24bdcfbbf9d9 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# Scientific Python Course (2021)
+# Scientific Python Course (2022)
 
 1. Jupyter
 2. Pandas
@@ -9,8 +9,7 @@
 7. Statsmodels
 8. Scikit-learn
 
-(interactivity)
-demo interact
-demo widget
+- demo interact
+- demo widget