Update README.md

README.md

@@ -89,11 +89,11 @@ or check the inference notebook. before that, make sure you read the **Important
 
 # Training:
 
-First stage training:
+**First stage training**:
 ```bash
 accelerate launch train_first.py --config_path ./Configs/config.yml
 ```
-Second stage training **(DDP version not working, so the current version uses DP, again see [#7](https://github.com/yl4579/StyleTTS2/issues/7) if you want to help)**:
+**Second stage training**:
 ```bash
 accelerate launch accelerate_train_second.py --config_path ./Configs/config.yml 
 ```
@@ -106,8 +106,9 @@ or:
 launch train_first.py --config_path ./Configs/config.yml
 ```
 
-Third stage training (Kotodama, prompt encoding, etc.):
-*maybe soon*
+**Third stage training** (Kotodama, prompt encoding, etc.):
+```*maybe soon*
+```
 
 
 ## some ideas for future