LEARNING_RATE = 0.01
STEPS = 1000
Step 0 : Validation accuracy on random sampled 100 examples = 15.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-0

Step 100 : Validation accuracy on random sampled 100 examples = 80.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-100

Step 200 : Validation accuracy on random sampled 100 examples = 76.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-200

Step 300 : Validation accuracy on random sampled 100 examples = 77.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-300

Step 400 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-400

Step 500 : Validation accuracy on random sampled 100 examples = 86.0%
WARNING:tensorflow:From D:\Anaconda3\lib\site-packages\tensorflow_core\python\training\saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to delete files with this prefix.
W0227 23:09:49.800971  1692 deprecation.py:323] From D:\Anaconda3\lib\site-packages\tensorflow_core\python\training\saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to delete files with this prefix.
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-500

Step 600 : Validation accuracy on random sampled 100 examples = 82.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-600

Step 700 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-700

Step 800 : Validation accuracy on random sampled 100 examples = 81.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-800

Step 900 : Validation accuracy on random sampled 100 examples = 83.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816052\checkpoints\model-900

Step 999 : Validation accuracy on random sampled 100 examples = 82.0%
Final test accuracy = 84.3%








LEARNING_RATE = 0.01
STEPS = 10000
Step 0 : Validation accuracy on random sampled 100 examples = 14.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-0

Step 100 : Validation accuracy on random sampled 100 examples = 82.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-100

Step 200 : Validation accuracy on random sampled 100 examples = 79.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-200

Step 300 : Validation accuracy on random sampled 100 examples = 84.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-300

Step 400 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-400

Step 500 : Validation accuracy on random sampled 100 examples = 82.0%
WARNING:tensorflow:From D:\Anaconda3\lib\site-packages\tensorflow_core\python\training\saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to delete files with this prefix.
W0227 23:14:48.682147 13588 deprecation.py:323] From D:\Anaconda3\lib\site-packages\tensorflow_core\python\training\saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to delete files with this prefix.
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-500

Step 600 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-600

Step 700 : Validation accuracy on random sampled 100 examples = 84.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-700

Step 800 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-800

Step 900 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-900

Step 1000 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1000

Step 1100 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1100

Step 1200 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1200

Step 1300 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1300

Step 1400 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1400

Step 1500 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1500

Step 1600 : Validation accuracy on random sampled 100 examples = 84.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1600

Step 1700 : Validation accuracy on random sampled 100 examples = 84.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1700

Step 1800 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1800

Step 1900 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-1900

Step 2000 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2000

Step 2100 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2100

Step 2200 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2200

Step 2300 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2300

Step 2400 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2400

Step 2500 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2500

Step 2600 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2600

Step 2700 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2700

Step 2800 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2800

Step 2900 : Validation accuracy on random sampled 100 examples = 99.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-2900

Step 3000 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3000

Step 3100 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3100

Step 3200 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3200

Step 3300 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3300

Step 3400 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3400

Step 3500 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3500

Step 3600 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3600

Step 3700 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3700

Step 3800 : Validation accuracy on random sampled 100 examples = 83.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3800

Step 3900 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-3900

Step 4000 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4000

Step 4100 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4100

Step 4200 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4200

Step 4300 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4300

Step 4400 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4400

Step 4500 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4500

Step 4600 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4600

Step 4700 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4700

Step 4800 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4800

Step 4900 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-4900

Step 5000 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5000

Step 5100 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5100

Step 5200 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5200

Step 5300 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5300

Step 5400 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5400

Step 5500 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5500

Step 5600 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5600

Step 5700 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5700

Step 5800 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5800

Step 5900 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-5900

Step 6000 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6000

Step 6100 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6100

Step 6200 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6200

Step 6300 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6300

Step 6400 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6400

Step 6500 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6500

Step 6600 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6600

Step 6700 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6700

Step 6800 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6800

Step 6900 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-6900

Step 7000 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7000

Step 7100 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7100

Step 7200 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7200

Step 7300 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7300

Step 7400 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7400

Step 7500 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7500

Step 7600 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7600

Step 7700 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7700

Step 7800 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7800

Step 7900 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-7900

Step 8000 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8000

Step 8100 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8100

Step 8200 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8200

Step 8300 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8300

Step 8400 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8400

Step 8500 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8500

Step 8600 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8600

Step 8700 : Validation accuracy on random sampled 100 examples = 84.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8700

Step 8800 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8800

Step 8900 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-8900

Step 9000 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9000

Step 9100 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9100

Step 9200 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9200

Step 9300 : Validation accuracy on random sampled 100 examples = 99.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9300

Step 9400 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9400

Step 9500 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9500

Step 9600 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9600

Step 9700 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9700

Step 9800 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9800

Step 9900 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582816399\checkpoints\model-9900

Step 9999 : Validation accuracy on random sampled 100 examples = 96.0%
Final test accuracy = 89.6%