diff --git a/README.MD b/README.MD
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@@ -1,3 +1,41 @@
 # Auteur : Abivarman KANDIAH
 
-# Projet embedded ML : Sign language translator
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+# Projet embedded ML : Sign language translator
+
+# Keras model perfs
+
+```python
+Model: "sequential"
+_________________________________________________________________
+ Layer (type)                Output Shape              Param #   
+=================================================================
+ rescaling (Rescaling)       (None, 28, 28, 1)         0         
+                                                                 
+ conv2d (Conv2D)             (None, 28, 28, 32)        320       
+                                                                 
+ max_pooling2d (MaxPooling2  (None, 14, 14, 32)        0         
+ D)                                                              
+                                                                 
+ conv2d_1 (Conv2D)           (None, 14, 14, 64)        18496     
+                                                                 
+ max_pooling2d_1 (MaxPoolin  (None, 7, 7, 64)          0         
+ g2D)                                                            
+                                                                 
+ flatten (Flatten)           (None, 3136)              0         
+                                                                 
+ dropout (Dropout)           (None, 3136)              0         
+                                                                 
+ dense (Dense)               (None, 25)                78425     
+                                                                 
+=================================================================
+Total params: 97241 (379.85 KB)
+Trainable params: 97241 (379.85 KB)
+...
+Epoch 14/15
+858/858 [==============================] - 9s 10ms/step - loss: 0.0095 - accuracy: 0.9972
+Epoch 15/15
+858/858 [==============================] - 9s 10ms/step - loss: 0.0083 - accuracy: 0.9973
+
+
+225/225 - 1s - loss: 0.4468 - accuracy: 0.9356 - 840ms/epoch - 4ms/step
+```
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