Create vgg_model_summary.md

Author: JordiCorbilla

vgg_model_summary.md

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+# VGG-16 Model Summary
+
+```
+Model: "sequential"
+_________________________________________________________________
+Layer (type)                 Output Shape              Param #
+=================================================================
+conv2d (Conv2D)              (None, 224, 224, 64)      1792
+_________________________________________________________________
+conv2d_1 (Conv2D)            (None, 224, 224, 64)      36928
+_________________________________________________________________
+max_pooling2d (MaxPooling2D) (None, 112, 112, 64)      0
+_________________________________________________________________
+conv2d_2 (Conv2D)            (None, 112, 112, 128)     73856
+_________________________________________________________________
+conv2d_3 (Conv2D)            (None, 112, 112, 128)     147584
+_________________________________________________________________
+max_pooling2d_1 (MaxPooling2 (None, 56, 56, 128)       0
+_________________________________________________________________
+conv2d_4 (Conv2D)            (None, 56, 56, 256)       295168
+_________________________________________________________________
+conv2d_5 (Conv2D)            (None, 56, 56, 256)       590080
+_________________________________________________________________
+conv2d_6 (Conv2D)            (None, 56, 56, 256)       590080
+_________________________________________________________________
+max_pooling2d_2 (MaxPooling2 (None, 28, 28, 256)       0
+_________________________________________________________________
+conv2d_7 (Conv2D)            (None, 28, 28, 512)       1180160
+_________________________________________________________________
+conv2d_8 (Conv2D)            (None, 28, 28, 512)       2359808
+_________________________________________________________________
+conv2d_9 (Conv2D)            (None, 28, 28, 512)       2359808
+_________________________________________________________________
+max_pooling2d_3 (MaxPooling2 (None, 14, 14, 512)       0
+_________________________________________________________________
+conv2d_10 (Conv2D)           (None, 14, 14, 512)       2359808
+_________________________________________________________________
+conv2d_11 (Conv2D)           (None, 14, 14, 512)       2359808
+_________________________________________________________________
+conv2d_12 (Conv2D)           (None, 14, 14, 512)       2359808
+_________________________________________________________________
+max_pooling2d_4 (MaxPooling2 (None, 7, 7, 512)         0
+_________________________________________________________________
+flatten (Flatten)            (None, 25088)             0
+_________________________________________________________________
+dense (Dense)                (None, 4096)              102764544
+_________________________________________________________________
+dense_1 (Dense)              (None, 4096)              16781312
+_________________________________________________________________
+dense_3 (Dense)              (None, 8)                 32776
+=================================================================
+Total params: 134,293,320
+Trainable params: 32,776
+Non-trainable params: 134,260,544
+```