# download the specified dataset
python download_and_convert_data.py --dataset_name=flowers --dataset_dir=/tmp/flowers
# download the specified dataset
python download_and_convert_data.py --dataset_name=flowers --dataset_dir=/tmp/flowers



# From the website: http://euhyeji.blogspot.com/2017/01/tensorflow-slim-22.html

# Training a model from scratch
python train_image_classifier.py --train_dir=\tmp\train_inception_resnet_v2_flowers_logs 
				 --dataset_name=flowers 
				 --dataset_split_name=train 
				 --dataset_dir=\tmp\flowers 
				 --model_name=inception_resnet_v2 


# Fine-tune only the new layers for 1000 steps
python train_image_classifier.py --train_dir=\tmp\train_inception_resnet_v2_flowers_FineTune_logs 
				 --dataset_name=flowers 
				 --dataset_split_name=train 
				 --dataset_dir=\tmp\flowers 
				 --model_name=inception_resnet_v2 
				 --checkpoint_path=\tmp\my_checkpoints\inception_resnet_v2_2016_08_30.ckpt
 				 --checkpoint_exclude_scopes=InceptionResnetV2/Logits,InceptionResnetV2/AuxLogits 
				 --trainable_scopes=InceptionResnetV2/Logits,InceptionResnetV2/AuxLogits
				 --max_number_of_steps=1000 
				 --batch_size=32 
				 --learning_rate=0.01  
				 --learning_rate_decay_type=fixed 
				 --save_interval_secs=60 
				 --save_summaries_secs=60 
				 --log_every_n_steps=100 
				 --optimizer=rmsprop 
				 --weight_decay=0.00004



# Fine-tune all the new layers for 500 steps
python train_image_classifier.py --train_dir=\tmp\train_inception_resnet_v2_flowers_FineTune_logs\all
  				 --dataset_name=flowers
				 --dataset_split_name=train
 				 --dataset_dir=\tmp\flowers
 				 --model_name=inception_resnet_v2
 				 --checkpoint_path=\tmp\train_inception_resnet_v2_flowers_FineTune_logs
 				 --max_number_of_steps=500
 				 --batch_size=32
 				 --learning_rate=0.0001
 				 --learning_rate_decay_type=fixed
 				 --save_interval_secs=60
 				 --save_summaries_secs=60
 				 --log_every_n_steps=10
 				 --optimizer=rmsprop
 				 --weight_decay=0.00004











Add several examples for implementing train_image_classifier.py
Add several examples for implementing train_image_classifier.py
