Machine Learning Projects for Mobile Applications

Retraining of images 

We can now start labeling our images. With TensorFlow, this job becomes easier. Assuming that you have installed TensorFlow already, download the following retraining script: 

curl  https://github.com/tensorflow/hub/blob/master/examples/ image_retraining/retrain.py

Lets retrain the image with the Python script now:

python retrain.py \ --image_dir ~/MLmobileapps/Chapter5/dataset/ \ --learning_rate=0.0001 \ --testing_percentage=20 \ --validation_percentage=20 \ --train_batch_size=32 \ --validation_batch_size=-1 \ --eval_step_interval=100 \ --how_many_training_steps=1000 \ --flip_left_right=True \ --random_scale=30 \ --random_brightness=30 \ --architecture mobilenet_1.0_224 \ --output_graph=output_graph.pb \ --output_labels=output_labels.txt ...