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Keras using Input layer : input shape (38, 84, 3)
I’m new to Tensorflow and KERAS and I’m trying to follow a tutorial and it has a code like this
# Step 1: Loading the ImageNet weights
# This code will load the ImageNet weights (a model was trained on ILSVRC-2012),
# and create the corresponding InputLayer.
# It will load the weights from the path ‘~/Downloads/ImageNet/ILSVRC2012/model.h5’
import os
from keras.datasets import ImageNet
from keras.preprocessing.image import ImageDataGenerator
from keras.models import Sequential
from keras.layers import Dense, Dropout, Activation, Flatten
from keras.layers import Conv2D, MaxPooling2D
# specifying the directory and file to be downloaded
base_dir = ‘~/Downloads/ImageNet/ILSVRC2012’
train_datagen = ImageDataGenerator(rescale=1./255)
# ‘~’ is an equivalent to the user’s home directory
IMG_DIR = base_dir + ‘/ImageSets/Main/val2017’
(x_train, y_train), (x_test, y_test) = ImageNet.load_data(IMG_DIR)
x_train = x_train.astype(‘float32’) / 255
x_test = x_test.astype(‘float32’) / 255
# Step 2: Building the model.
# We build a simple model classifying ImageNet images.
model = Sequential()
model.add(Conv2D(32, (3, 3), input_shape=(28, 28, 3)))
model.add(Activation(‘relu’))
model.add(MaxPooling2D((2, 2)))
model.add(Conv2D(64, (3, 3)))
model.add(Activation(‘relu’))
model.add(MaxPooling2D((2, 2)))
model.add
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The aim of this study is to determine the effects of a cardiorespiratory exercise training protocol on the oral cavity in young adults with a history of myocardial infarction. The study group included individuals with a history of myocardial infarction (n = 20; age 36.2 ± 8.6 years, 14 men, and 6 women) who completed an intensive 3-month period of aerobic exercise training. Afterward, individuals without training history participated in the same training protocol (control group; n = 10; age 36.6 ± 9.8 years, 7 men, and 3 women). All participants had clinical evaluation of the oral cavity and musculoskeletal system that included a gingival index, plaque index, periodontal probing, probe depth, and pain threshold tests. Also, anthropometric data and resting blood pressure (BP) were measured. Results revealed that after the training period, the percentage of inflammatory and bleeding events were similar in the experimental and control groups (P =.579 and P =.549, respectively). The gingival index decreased significantly from 1.27 ± 0.42 to 1.10 ± 0.40 in the experimental group (P =.018) and the gingival index remained unchanged in the control group (P =.138). The plaque index showed similar results, decreasing from 1.42 ± 0.54 to 1.25 ± 0.38 in the experimental group (P =.025), and remained unchanged in the control group (P =.612). The periodontal probing revealed a change in the initial plaque index, where the area under the curve (AUC) increased from 1.3 ± 0.4 to 4.4 ± 1.0 mm in the experimental group (P =.008) and remained unchanged in the control group (P =.091). The probing