diff --git a/README.md b/README.md
index dddcf1b..8f14a07 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@ interested in using any of this, please get in touch with the developers of the
 
 
 ## Usage
-To run any of the elixirs with the neurl network-based indicators, you first need to install
+To run any of the elixirs with the neural network-based indicators, you first need to install
 all required auxiliary packages by running the following code in the Julia REPL:
 ```julia
 julia> using Pkg