update README.md.

Author: k1nshuk

examples/README.md

@@ -4,10 +4,10 @@ This directory contains example scripts demonstrating ATHENA's functionality.
 
 ## Feature Map Bayesian Optimization Example
 
-`feature_map_bayes_opt_example.py` demonstrates the use of the `bayesian-optimization` package for tuning feature map parameters in ATHENA's Kernel Active Subspaces. 
+`feature_map_bayes_opt_example.py` demonstrates the use of the `bayesian-optimization` package for tuning feature map parameters in ATHENA's Kernel Active Subspaces.
 
 This example:
-- Creates synthetic data with known gradients
+
 - Sets up a feature map with a Laplace distribution
 - Tunes the hyperparameters of the feature map using Bayesian Optimization
 - Fits a KAS model and transforms inputs to the active subspace