Update README.md

README.md

@@ -21,7 +21,7 @@ model-index:
   results: []
 new_version: Daemontatox/Compumacy-Experimental_MF
 ---
-
+![image](./image.jpg)
 # Compumacy-Experimental_MF
 ## A Specialized Language Model for Clinical Psychology & Psychiatry
 
@@ -147,7 +147,7 @@ Frameworks and Libraries
 ### LoRA Configuration
 
 Parameter-Efficient Fine-Tuning was performed using LoRA with the following configuration, targeting a wide range of attention and feed-forward network layers to ensure comprehensive adaptation:
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+```python
 Rank (r): 16
 
 LoRA Alpha (lora_alpha): 16 (scaled learning)
@@ -183,6 +183,7 @@ Warmup Ratio: 0.02
 Gradient Checkpointing: "unsloth"
 
 Random State: 42
+```
 
 ## Ethical Considerations and Limitations