Train tower model with keras

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 | ```
train_tower_model(img_base_dir = "data/tiles/splits", img_dir = "orig",
output_dir = "output", img_size = c(50, 50),
img_horizontal_flip = TRUE, img_vertical_flip = TRUE,
batch_size = 32, base_model = "vgg16", save_best_model_only = TRUE,
add_small_final_layer = FALSE, small_layer_size = NULL,
dense_structure = list(list(units = 256, dropout = 0.2), list(units =
128, dropout = 0.2)), dense_optimizer = "rmsprop", dense_lr = 1e-05,
dense_steps_per_epoch = 100, dense_epochs = 30,
dense_validation_steps = 50, first_ft_unfreeze = "block4_conv1",
first_ft_optimizer = "rmsprop", first_ft_lr = 1e-05,
first_ft_steps_per_epoch = 100, first_ft_epochs = 30,
first_ft_validation_steps = 50, do_second_ft = TRUE,
second_ft_unfreeze = "block3_conv1", second_ft_optimizer = "rmsprop",
second_ft_lr = 5e-06, second_ft_steps_per_epoch = 100,
second_ft_epochs = 30, second_ft_validation_steps = 50,
class_weights = NULL)
``` |

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