diff --git a/README.md b/README.md
index eb9d02a..d274399 100644
--- a/README.md
+++ b/README.md
@@ -116,10 +116,10 @@ If you wish to [collect](collect) your own dataset, there are several source fil
 
 [prepare_perfspec.py](learning/python/prepare_perfspec.py) Prepare data from raw to source for learning models
 
-[train_perfspec.py](learning/python/train_perfspec.py)_ To train model from data
+[train_perfspec.py](learning/python/train_perfspec.py) To train model from data
 [run_perfspec.py](learning/python/run_perfspec.py)   To run/check predictions
 
-[model_perfspec.py](`learning/python/model_perfspec.py` To inspect / review generated models
+[model_perfspec.py](`learning/python/model_perfspec.py)` To inspect / review generated models
 
 <small>  __ pycache __ is for Python execution,  is  ignored in git tasks.</small>