diff --git a/readme.md b/readme.md
index 46a1192..70db85d 100644
--- a/readme.md
+++ b/readme.md
@@ -1,49 +1,51 @@
 # SWR2-ACR
-Automatic speech recognition model for the seminar spoken word recogniton 2 (SWR2) in the summer term 2023.
+
+Automatic speech recognition model for the seminar spoken word
+recogniton 2 (SWR2) in the summer term 2023.
 
 # Installation
+
 ## Installing poetry
-```
-// installing poetry with the provided install script
-curl -sSL https://install.python-poetry.org | python3 -
 
-// adding poetry to your path
-// Linux
-echo export PATH="$HOME/.local/bin:$PATH" >> ~/.bashrc && source ~/.bashrc
+    // installing poetry with the provided install script
+    curl -sSL https://install.python-poetry.org | python3 -
+
+    // adding poetry to your path
+    // Linux
+    echo export PATH="$HOME/.local/bin:$PATH" >> ~/.bashrc && source ~/.bashrc
 
-// Mac
-echo export PATH="$HOME/.local/bin:$PATH" >> ~/.zshrc && source ~/.zshrc
-```
+    // Mac
+    echo export PATH="$HOME/.local/bin:$PATH" >> ~/.zshrc && source ~/.zshrc
 
 ## Running on cpu or m1 gpu
-```
-poetry lock && poetry install --with cpu
-```
+
+    poetry lock && poetry install --with cpu
 
 ## Running on nvidia gpu
-```
-poetry lock && poetry install --with gpu
-```
+
+    poetry lock && poetry install --with gpu
 
 # Usage
-## Training 
+
+## Training
+
 Train using the provided train script:
-```
-poetry run train --data PATH/TO/DATA --lr 0.01 
-```
+
+    poetry run train --data PATH/TO/DATA --lr 0.01 
+
 ## Evaluation
 
 ## Inference
-```
-poetry run recognize --data PATH/TO/FILE
-```
+
+    poetry run recognize --data PATH/TO/FILE
 
 ## CI
-To run the CI manually and not only on GitHub Actions, run `poetry run ./ci.sh`.
+
+To run the CI manually and not only on GitHub Actions, run
+`poetry run ./ci.sh`.
 
 Alternatively, you can use the Makefile to run these commands manually
-```
-make format
 
-make lint
-```
+    make format
+
+    make lint