diff --git a/README.md b/README.md
index 8c66bc45957c41393069d35b01bb5edad5cb2d54..d083edf0a2bfed574f2bf4491a65ef4fade96fa5 100644
--- a/README.md
+++ b/README.md
@@ -4,12 +4,12 @@ U-NET based feature extractor for text-independent speaker verification. This re
 
 REQUIREMENTS:
 -----------------------------------------------------
-Python 2.7
-PyTorch from http://pytorch.org/
--- This project was implemented with version 0.3.0.post4
-librosa
-scipy
-numpy
+..* Python 2.7
+..* PyTorch from http://pytorch.org/
+....- This project was implemented with version 0.3.0.post4
+..* librosa
+..* scipy
+..* numpy
 
 USAGE: 
 -----------------------------------------------------
@@ -77,7 +77,7 @@ convert_pickle_to_kaldi_ark.py -i spec_BNF -if ${OUT_LIST_FOLDER}/voxceleb1_test
 convert_pickle_to_kaldi_ark.py -i spkr_BNF -if ${OUT_LIST_FOLDER}/voxceleb1_test/vad.scp -o spkr_feats_test/raw_embedding -of ${OUT_LIST_FOLDER}/voxceleb1_test/spkr_feats.scp
 ```
 
-Before running the i-vector system with spec BNFs change the ```fests.scp``` with:
+Before running the i-vector system with spec BNFs change the ```feats.scp``` with:
 ```
 mv ${OUT_LIST_FOLDER}/voxceleb1_train/feats.scp ${OUT_LIST_FOLDER}/voxceleb1_train/mfcc_feats.scp
 mv ${OUT_LIST_FOLDER}/voxceleb1_test/feats.scp ${OUT_LIST_FOLDER}/voxceleb1_test/mfcc_feats.scp 
@@ -89,7 +89,7 @@ Now change the data/train to data/voxceleb1_train in ```${KALDI_ROOT}/egs/voxcel
 
 
 
-Similarly Before running the i-vector system with spkr BNFs change the ```fests.scp``` with: 
+Similarly Before running the i-vector system with spkr BNFs change the ```feats.scp``` with: 
 ```
 mv ${OUT_LIST_FOLDER}/voxceleb1_train/feats.scp ${OUT_LIST_FOLDER}/voxceleb1_train/spec_feats.scp
 mv ${OUT_LIST_FOLDER}/voxceleb1_test/feats.scp ${OUT_LIST_FOLDER}/voxceleb1_test/spec_feats.scp