├── .gitignore ├── LICENSE ├── R ├── cats_and_dogs_small │ └── scripts │ │ ├── 0-create-folders.R │ │ ├── 1-build-the-network.R │ │ ├── 1-dog-vs-cat.Rmd │ │ ├── 2-data-preprocess.R │ │ └── 3-model-fit.R └── mnist_mlp │ ├── .DS_Store │ ├── flags-scripts │ ├── .DS_Store │ ├── flags.yml │ ├── mnist_mlp_FLAGS.R │ ├── mnist_mlp_FLAGS_small.R │ ├── run_flags.R │ ├── runs │ │ ├── 2018-07-16T22-09-32Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531778983.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── flags.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ ├── 2018-07-16T22-10-21Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531779026.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── flags.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ ├── 2018-07-16T22-10-54Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531779060.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── flags.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ ├── 2018-07-16T22-11-53Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531779118.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── flags.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ └── archive │ │ │ ├── 2018-07-16T17-17-51Z │ │ │ └── tfruns.d │ │ │ │ ├── error.json │ │ │ │ ├── properties │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── output │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ └── type │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-19-43Z │ │ │ └── tfruns.d │ │ │ │ ├── error.json │ │ │ │ ├── properties │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── output │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ └── type │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-20-04Z │ │ │ └── tfruns.d │ │ │ │ ├── error.json │ │ │ │ ├── properties │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── output │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ └── type │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-25-54Z │ │ │ └── tfruns.d │ │ │ │ ├── error.json │ │ │ │ ├── properties │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── output │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ └── type │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-27-26Z │ │ │ └── tfruns.d │ │ │ │ ├── error.json │ │ │ │ ├── properties │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── output │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ └── type │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-27-45Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762070.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-28-37Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762121.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-29-28Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762173.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-30-20Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762224.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-31-11Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762275.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-32-03Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762327.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-32-54Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762378.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-33-46Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762430.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-34-39Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762484.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-35-32Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762537.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-36-24Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762589.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-37-18Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762642.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-38-09Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762694.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-39-04Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762749.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-39-57Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762802.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-40-52Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762857.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T17-41-46Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531762910.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-15-22Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531768526.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-16-15Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531768580.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-17-09Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531768634.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-18-05Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531768689.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-19-01Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531768746.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-19-56Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531768801.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-20-52Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531768856.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-21-48Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531768913.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-22-44Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531768968.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-23-39Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531769024.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-24-34Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531769078.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T19-25-28Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531769133.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-04-43Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531771487.gq.local │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-05-36Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531771540.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-06-34Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531771598.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-35-24Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531773329.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-36-00Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531773365.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-53-44Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531774428.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-55-31Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531774535.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-56-25Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531774589.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-57-19Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531774643.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T20-58-13Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531774698.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T21-02-02Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531774926.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── flags.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T21-02-55Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531774979.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── flags.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ ├── 2018-07-16T21-03-30Z │ │ │ ├── logs │ │ │ │ └── events.out.tfevents.1531775014.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ │ ├── evaluation.json │ │ │ │ ├── flags.json │ │ │ │ ├── metrics.json │ │ │ │ ├── properties │ │ │ │ ├── batch_size │ │ │ │ ├── completed │ │ │ │ ├── context │ │ │ │ ├── end │ │ │ │ ├── epochs │ │ │ │ ├── learning_rate │ │ │ │ ├── loss_function │ │ │ │ ├── model │ │ │ │ ├── optimizer │ │ │ │ ├── output │ │ │ │ ├── samples │ │ │ │ ├── script │ │ │ │ ├── start │ │ │ │ ├── type │ │ │ │ └── validation_samples │ │ │ │ └── source.tar.gz │ │ │ └── 2018-07-16T21-04-46Z │ │ │ ├── logs │ │ │ └── events.out.tfevents.1531775091.gq.hsd1.or.comcast.net │ │ │ ├── plots │ │ │ └── Rplot001.png │ │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── flags.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ └── tuning-run-scripts │ │ ├── .DS_Store │ │ ├── mnist_mlp_FLAGS_TUNING.R │ │ └── tuning-run-flags.R │ ├── help-functions.R │ └── training-run-scripts │ ├── .DS_Store │ ├── mnist_mlp.R │ ├── runs │ ├── 2018-07-09T20-55-44Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531169749.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ ├── 2018-07-09T21-14-57Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531170902.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ ├── 2018-07-09T22-19-03Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531174748.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ ├── 2018-07-09T22-21-26Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531174892.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ ├── 2018-07-09T22-22-58Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531174982.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ ├── 2018-07-10T20-45-00Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531255505.gq.lan │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ ├── 2018-07-10T20-46-03Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531255569.gq.lan │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ ├── 2018-07-15T21-52-32Z │ │ └── tfruns.d │ │ │ ├── error.json │ │ │ ├── properties │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── output │ │ │ ├── script │ │ │ ├── start │ │ │ └── type │ │ │ └── source.tar.gz │ ├── 2018-07-15T21-52-43Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531691569.gq.lan │ │ ├── plots │ │ │ └── Rplot001.png │ │ ├── run_flags.R │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ └── archive │ │ ├── 2018-07-09T20-09-41Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531166990.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T20-11-51Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531167114.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T20-18-17Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531167501.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T20-33-59Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531168442.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T20-37-42Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531168665.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T20-38-58Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531168742.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T20-43-07Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531168994.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T20-52-02Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531169527.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T20-53-15Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531169600.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T21-11-50Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531170715.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T21-54-32Z │ │ └── tfruns.d │ │ │ ├── error.json │ │ │ ├── properties │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── output │ │ │ ├── script │ │ │ ├── start │ │ │ └── type │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T21-56-21Z │ │ └── tfruns.d │ │ │ ├── error.json │ │ │ ├── properties │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── output │ │ │ ├── script │ │ │ ├── start │ │ │ └── type │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T21-57-51Z │ │ └── tfruns.d │ │ │ ├── error.json │ │ │ ├── flags.json │ │ │ ├── properties │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── output │ │ │ ├── script │ │ │ ├── start │ │ │ └── type │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T22-02-51Z │ │ └── tfruns.d │ │ │ ├── error.json │ │ │ ├── properties │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── output │ │ │ ├── script │ │ │ ├── start │ │ │ └── type │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T22-03-46Z │ │ └── tfruns.d │ │ │ ├── error.json │ │ │ ├── properties │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── output │ │ │ ├── script │ │ │ ├── start │ │ │ └── type │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T22-04-19Z │ │ └── tfruns.d │ │ │ ├── error.json │ │ │ ├── properties │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── output │ │ │ ├── script │ │ │ ├── start │ │ │ └── type │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T22-13-20Z │ │ └── tfruns.d │ │ │ ├── error.json │ │ │ ├── properties │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── output │ │ │ ├── script │ │ │ ├── start │ │ │ └── type │ │ │ └── source.tar.gz │ │ ├── 2018-07-09T22-13-38Z │ │ ├── logs │ │ │ └── events.out.tfevents.1531174423.gq.local │ │ ├── plots │ │ │ └── Rplot001.png │ │ └── tfruns.d │ │ │ ├── evaluation.json │ │ │ ├── metrics.json │ │ │ ├── properties │ │ │ ├── batch_size │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── epochs │ │ │ ├── learning_rate │ │ │ ├── loss_function │ │ │ ├── model │ │ │ ├── optimizer │ │ │ ├── output │ │ │ ├── samples │ │ │ ├── script │ │ │ ├── start │ │ │ ├── type │ │ │ └── validation_samples │ │ │ └── source.tar.gz │ │ ├── 2018-07-10T20-44-12Z │ │ └── tfruns.d │ │ │ ├── error.json │ │ │ ├── properties │ │ │ ├── completed │ │ │ ├── context │ │ │ ├── end │ │ │ ├── output │ │ │ ├── script │ │ │ ├── start │ │ │ └── type │ │ │ └── source.tar.gz │ │ └── 2018-07-10T20-44-37Z │ │ ├── logs │ │ └── events.out.tfevents.1531255484.gq.lan │ │ └── tfruns.d │ │ ├── error.json │ │ ├── properties │ │ ├── batch_size │ │ ├── completed │ │ ├── context │ │ ├── end │ │ ├── epochs │ │ ├── learning_rate │ │ ├── loss_function │ │ ├── model │ │ ├── optimizer │ │ ├── output │ │ ├── samples │ │ ├── script │ │ ├── start │ │ └── type │ │ └── source.tar.gz │ └── training-run.R ├── README.md ├── Reproducibility.Rmd ├── Reproducibility.html ├── Visualization.Rmd ├── downloads └── README.md ├── hello-keras.Rmd ├── hello-keras.html ├── img ├── MnistExamples.png ├── graph_example.png ├── tensorboard_mnist.png └── training-1.png ├── models ├── mnist_dense.yaml ├── mnist_dense_hdf5.h5 ├── mnist_dense_weights_hdf5.h5 └── savedmodel │ ├── saved_model.pb │ └── variables │ ├── variables.data-00000-of-00001 │ └── variables.index ├── oscon-tfday.Rproj └── presentation └── 2018-07_OSCON Tensorflow Presentation.pdf /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IBM/using-tensorflow-with-r/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IBM/using-tensorflow-with-r/HEAD/LICENSE -------------------------------------------------------------------------------- /R/mnist_mlp/.DS_Store: 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