diff --git a/examples/sklearn/README.md b/examples/sklearn/README.md
index 37dc077..1008146 100644
--- a/examples/sklearn/README.md
+++ b/examples/sklearn/README.md
@@ -4,7 +4,7 @@ This folder contains examples of PGBM. The examples illustrate the following:
 * Example 1: How to train PGBM on CPU.
 * Example 4: How to train PGBM using a validation loop.
 * Examples 5-6: How PGBM compares to other methods such as NGBoost and LightGBM.
-* Example 7: How the choice of output distribution can be optimized after training.
+* Example 7: How hyperparameters can be optimized.
 * Example 9: How to plot the feature importance of a learner after training.
 * Example 11: How to save and load a PGBM model. 
 * Example 12: How to checkpoint a PGBM model.