All work done through Ch09 including EOC assignment.

.gitignore

@@ -21,3 +21,4 @@ logs
 aug*.npy
 vgg-face
 vgg_face_full_urls.csv
+vgg-face-1000epochs*

Listing 9.17-ex9.3.ipynb

@@ -64,6 +64,7 @@
     "   1. My model includes all of the suggested improvements, save early stopping (e.g., Augmentation, Regularization, Deeper Architecture, Dropout, and I even added Batch Normalization). \n",
     "   2. I added simple predict functions.\n",
     "   3. I incorporated ROC curves to understand how well the model is performing per class.\n",
+    "   4. I ended up learning so much about CIFAR and the tutorial that I fixed [a bug](https://github.com/tensorflow/models/pull/7227) or [two](https://github.com/tensorflow/models/pull/7226) in [Google's Tensorflow Models CIFAR-10 tutorial](https://github.com/tensorflow/models/tree/master/tutorials/image/cifar10).\n",
     "   \n",
     "Enjoy!\n",
     "\n",

checkpoint

@@ -1,2 +1,2 @@
-model_checkpoint_path: "cifar10-cnn-tf1n-ia-dropout-reg-dense-10epochs.ckpt"
-all_model_checkpoint_paths: "cifar10-cnn-tf1n-ia-dropout-reg-dense-10epochs.ckpt"
+model_checkpoint_path: "vgg-face-1000epochs.ckpt"
+all_model_checkpoint_paths: "vgg-face-1000epochs.ckpt"

vgg_create_imgs.py

@@ -13,6 +13,10 @@
 from requests.exceptions import ConnectionError
 from requests.exceptions import ReadTimeout
 from http.client import IncompleteRead
+import socket
+from socket import timeout
+
+socket.setdefaulttimeout(30)
 
 def fx(df):
     for index, row in tqdm(df.iterrows()):
@@ -41,7 +45,7 @@ def clip_image_and_save(url, bbox, celeb, number):
 
     try:
         image = imread(url)
-    except (AttributeError, HTTPError, ConnectionResetError, ConnectionRefusedError, URLError, ValueError, IncompleteRead) as e:
+    except (SyntaxError, IndexError, AttributeError, HTTPError, ConnectionResetError, ConnectionRefusedError, URLError, ValueError, IncompleteRead, TimeoutError, timeout) as e:
         print('Error writing url: '+url+' skipping. Message: '+str(e))
         return