diff --git a/README.md b/README.md
index e60ee11..8382ded 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,9 @@
-python-topic-model
+Python-Topic-models
 ==================
 
-Implementations of various topic models written in Python. Note that some of the implementations (the models with MCMC) are extremely slow. I do not recommend to use it for large scale datasets.
+Implementations of various topic models written in Python. Notes that some of the implementations (the models with MCMC) are extremely slow. I do not recommend to use it for large scale datasets.
 
-Current implementations
+Current Implementations
 -----------------------
 
 * Latent Dirichlet allocation