Update README.md

README.md

@@ -57,31 +57,26 @@ The following hyperparameters were used during training:
 
 Generating detailed evaluation metrics on the validation set...
 
-Classification Report:
-                       precision    recall  f1-score   support
-
+The model was evaluated on a held-out validation set. Below is the detailed classification report:
+                   precision    recall  f1-score   support
 100_NIGHT_TRIAL_OFFER       1.00      1.00      1.00         4
-   ABOUT_SOF_MATTRESS       1.00      1.00      1.00         2
-         CANCEL_ORDER       1.00      1.00      1.00         2
-        CHECK_PINCODE       1.00      1.00      1.00         2
-                  COD       1.00      1.00      1.00         2
-           COMPARISON       0.33      0.50      0.40         2
-    DELAY_IN_DELIVERY       1.00      1.00      1.00         2
-         DISTRIBUTORS       1.00      1.00      1.00         7
-                  EMI       1.00      1.00      1.00         5
-        ERGO_FEATURES       1.00      1.00      1.00         2
-             LEAD_GEN       1.00      1.00      1.00         4
-        MATTRESS_COST       1.00      0.80      0.89         5
-               OFFERS       1.00      1.00      1.00         2
-         ORDER_STATUS       1.00      0.75      0.86         4
-       ORTHO_FEATURES       1.00      1.00      1.00         4
-              PILLOWS       1.00      1.00      1.00         2
-     PRODUCT_VARIANTS       0.50      0.50      0.50         4
-      RETURN_EXCHANGE       1.00      0.67      0.80         3
-   SIZE_CUSTOMIZATION       0.50      0.50      0.50         2
-             WARRANTY       0.67      1.00      0.80         2
-   WHAT_SIZE_TO_ORDER       0.80      1.00      0.89         4
-
-             accuracy                           0.89        66
-            macro avg       0.90      0.89      0.89        66
-         weighted avg       0.91      0.89      0.90        66
+ABOUT_SOF_MATTRESS       1.00      1.00      1.00         2
+CANCEL_ORDER       1.00      1.00      1.00         2
+CHECK_PINCODE       1.00      1.00      1.00         2
+COD       1.00      1.00      1.00         2
+COMPARISON       0.33      0.50      0.40         2
+DELAY_IN_DELIVERY       1.00      1.00      1.00         2
+DISTRIBUTORS       1.00      1.00      1.00         7
+EMI       1.00      1.00      1.00         5
+ERGO_FEATURES       1.00      1.00      1.00         2
+LEAD_GEN       1.00      1.00      1.00         4
+MATTRESS_COST       1.00      0.80      0.89         5
+OFFERS       1.00      1.00      1.00         2
+ORDER_STATUS       1.00      0.75      0.86         4
+ORTHO_FEATURES       1.00      1.00      1.00         4
+PILLOWS       1.00      1.00      1.00         2
+PRODUCT_VARIANTS       0.50      0.50      0.50         4
+RETURN_EXCHANGE       1.00      0.67      0.80         3
+SIZE_CUSTOMIZATION       0.50      0.50      0.50         2
+WARRANTY       0.67      1.00      0.80         2
+WHAT_SIZE_TO_ORDER       0.80      1.00      0.89         4