Update README.md

README.md

@@ -32,10 +32,10 @@ Starting with
 
 ### For CUDA users
 
-AutoAWQ
+**AutoAWQ**
+  
+NOTE: this example uses `fuse_layers=True` to fuse attention and mlp layers together for faster inference
 ```python
-"""NOTE: this example uses `fuse_layers=True` to fuse attention and mlp layers together for faster inference"""
-
 from awq import AutoAWQForCausalLM
 from transformers import AutoTokenizer, TextStreamer
 
@@ -64,7 +64,8 @@ generation_output = model.generate(
 )
 ```
 
-Transformers
+**Transformers**
+
 ```python
 from transformers import AutoTokenizer, TextStreamer, AutoModelForCausalLM
 import torch