Update README.md

README.md

@@ -63,9 +63,7 @@ The model is designed for responsible data management, ensuring that sensitive i
 To use this model, you can load it from the Hugging Face Hub and integrate it into your Python or API-based applications. Below is an example of how to load and use the model:
 
 ```python
-Here's the code with comments explaining each line:
 
-```python
 # Install necessary packages from the unsloth GitHub repository and others required for model handling and optimizations.
 !pip install "unsloth[colab-new] @ git+https://github.com/unslothai/unsloth.git"
 !pip install --no-deps "xformers<0.0.27" "trl<0.9.0" peft accelerate bitsandbytes
@@ -120,7 +118,6 @@ redacted_text = tokenizer.batch_decode(outputs, skip_special_tokens=True)
 print(redacted_text[0])
 ```
 
-```
 
 ### Citation