Update README.md

README.md

@@ -18,6 +18,31 @@ C.J. Pitchford
 
 18 August 2025
 
+## Model and Weights
+
+    Model: "sequential"
+    _________________________________________________________________
+     Layer (type)                Output Shape              Param #   
+    =================================================================
+     embedding (Embedding)       (None, 1000, 64)          6400000   
+                                                                 
+     bidirectional (Bidirection  (None, 1000, 128)         66048     
+     al)                                                             
+                                                                 
+     global_max_pooling1d (Glob  (None, 128)               0         
+     alMaxPooling1D)                                                 
+                                                                 
+     dense (Dense)               (None, 64)                8256      
+                                                                 
+     dropout (Dropout)           (None, 64)                0         
+                                                                 
+     dense_1 (Dense)             (None, 47)                3055      
+                                                                 
+    =================================================================
+    Total params: 6477359 (24.71 MB)
+    Trainable params: 6477359 (24.71 MB)
+    Non-trainable params: 0 (0.00 Byte)
+
 ## Usage
 
 
@@ -47,3 +72,6 @@ C.J. Pitchford
     pred_label = np.argmax(pred_probs, axis=1)
     print(f"Statement: {text}\nPrediction: {label_encoder.classes_[pred_label][0]}")
 
+## Additional
+
+Tokenizer and label encoder included as JSON to avoid using `pickle` files.