diff --git a/README.md b/README.md
index a8625c2..b09558c 100644
--- a/README.md
+++ b/README.md
@@ -21,8 +21,14 @@ To install the environment through anaconda, follow the instructions:
     conda activate historical_denoiser
 
 ## Denosing Recordings
+Run the following commands to install the pretrained weights of the neural network model:
+
+    wget ckptzipurl 
+    unzip name.zip /experiments/trained_model
+    
 
 If the environment is installed correctly, you can denoise an audio file by running:
-    
     bash inference.sh $filename
+    
+A ".wav" file with the denoised version, as well as the residual noise and the original signal in "mono" will be stored in the same directory as the input file.
 ## Training