Patrick Rodriguez | Posted on Wed 22 March 2017 in programming • Tagged with deep learning, keras, tensorflow, mobile, ios
Creating a Deep Learning iOS App with Keras and Tensorflow
Take the Food Classifier that we trained last time around and export and prepare it to be used in an iPhone app for real-time classification.
Patrick Rodriguez | Posted on Wed 01 February 2017 in programming • Tagged with python, deep learning, keras
Accelerating Deep Learning with Multiprocess Image Augmentation in Keras
By adding multiprocessing support to Keras ImageDataGenerator, benchmarking on a 6-core i7-6850K and 12GB TITAN X Pascal: 3.5x speedup of training with image augmentation on in memory datasets, 3.9x speedup of training with image augmentation on datasets streamed from disk.
Patrick Rodriguez | Posted on Sun 22 January 2017 in programming • Tagged with python, deep learning, keras
Food Classification with Deep Learning in Keras / Tensorflow
Work with a moderately-sized dataset of ~100,000 images and train a Convolutional Neural Network to classify the images into one of 101 possible food classes. Side excursions into accelerating image augmentation with multiprocessing, as well as visualizing the performance of our classifier.