Update README.md

README.md

@@ -57,12 +57,4 @@ for **chest X-ray classification** on **[Chest X-ray Pneumonia, COVID-19 & Tuber
 | **F1 Score** | 0.9603 | 0.9683 | 0.9188 | 0.9684 | 0.9857 |
 | **AUC** | 0.9968 | 0.9991 | 0.9927 | 0.9959 | 0.9997 |
 
-**Test loss:** `0.0938`  **Inference time:** `0.476 s`
-
----
-
-## 💬 Observations
-
-- LoRA fine-tuning yields **high diagnostic accuracy** across respiratory conditions with minimal trainable parameters (0.62%).  
-- **COVID-19** and **tuberculosis** reach near-perfect precision and AUC, confirming strong feature differentiation.  
-- Slight underperformance in **pneumonia** class suggests class overlap or imaging similarity within dataset.
+**Test loss:** `0.0938`  **Inference time:** `0.476 s`