186 KiB
186 KiB
In [1]:
import random
import dlib
from tensorflow import keras
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Dropout
from skimage import io
from PIL import Image, ImageFilter, ImageOps
from matplotlib import image, pyplotIn [2]:
sp = dlib.shape_predictor('shape_predictor_68_face_landmarks.dat')
facerec = dlib.face_recognition_model_v1('dlib_face_recognition_resnet_model_v1.dat')
detector = dlib.get_frontal_face_detector()In [3]:
img = io.imread("Men1/Men1_000.jpg")
pyplot.imshow(img, interpolation='nearest')
new_img = detector(img, 1)
for k, d in enumerate(new_img):
print("Detection {}: Left: {} Top: {} Right: {} Bottom: {}".format(
k, d.left(), d.top(), d.right(), d.bottom()))
shape = sp(img, d)
face_descriptor1 = facerec.compute_face_descriptor(img, shape)
face_descriptor1Out [3]:
Detection 0: Left: 70 Top: 248 Right: 869 Bottom: 1047
dlib.vector([-0.0902129, -0.0284728, -0.0201088, -0.0237396, 0.0195988, -0.0624656, -0.0341601, -0.0645328, 0.145692, -0.103387, 0.164995, -0.0667768, -0.19563, -0.0463215, 0.0462609, 0.0386064, -0.204915, -0.0965468, -0.0547373, -0.130571, 0.100364, 0.0206162, -0.0427951, 0.108554, -0.284338, -0.223312, -0.115767, -0.17538, 0.0108243, -0.0472676, 0.0455159, 0.0537128, -0.0945584, 0.00360177, 0.0861953, 0.0713386, 0.0278726, -0.0417318, 0.217425, -0.0155115, -0.131425, 0.0396619, 0.0762383, 0.219826, 0.112767, 0.0618684, 0.010629, -0.050927, 0.225475, -0.277578, 0.061519, 0.183117, 0.0907261, 0.0902939, 0.156285, -0.202908, 0.049825, 0.165025, -0.225213, 0.124595, -0.00210925, -0.00164449, 0.0281997, 0.0171772, 0.118259, 0.0737286, -0.16149, -0.0689448, 0.155305, -0.175737, 0.00137892, 0.170224, -0.0961124, -0.265967, -0.20611, 0.0573926, 0.432559, 0.168564, -0.122163, 0.0571624, -0.0393574, -0.0610366, 0.071344, 0.0299074, -0.113738, -0.0179229, -0.0436408, 0.0608074, 0.205917, 0.0866748, 0.0209013, 0.263666, 0.0228976, 0.0307268, 0.0403442, 0.035415, -0.105188, -0.0733519, -0.0467792, 0.022078, 0.053307, -0.108359, 0.00818931, 0.06266, -0.223834, 0.1759, -0.0215296, -0.0689591, -0.0981493, 0.0681423, -0.0973912, 0.0902572, 0.147521, -0.347928, 0.117237, 0.143078, 0.0655791, 0.166869, -0.0161545, -0.000808923, -0.00869995, -0.0707334, -0.165803, -0.0982898, 0.0219621, -0.0364028, 0.0172211, -0.0176742])
In [4]:
li_train = list()
li_test = list()
for i in range(5):
if i == 0:
file = "Men1/Men1_"
pred = [1, 0, 0, 0]
elif i == 1:
file = "Men2/Men2_"
pred = [0, 1, 0, 0]
elif i == 2:
file = "Men3/Men3_"
pred = [0, 0, 1, 0]
elif i == 3:
file = "Female1/Female1_"
pred = [0, 0, 0, 1]
else:
file = "SomePerson/SomePerson_"
pred = [0, 0, 0, 0]
li = list()
counter = 0
while True:
try:
if counter % 10 == 0:
print(counter, file)
if len(str(counter)) == 1:
c = "00" + str(counter)
elif len(str(counter)) == 2:
c = "0" + str(counter)
else:
c = str(counter)
raw_img = io.imread(file + str(c) + ".jpg")
dtc_img = detector(raw_img, 1)
for k, d in enumerate(dtc_img):
shape = sp(raw_img, d)
li.append([facerec.compute_face_descriptor(raw_img, shape), pred])
counter += 1
except:
for _ in range(len(li) // 10):
rand_index = random.randint(0, len(li) - 1)
li_test.append(li[rand_index])
del li[rand_index]
li_train += li
print("Done!")
break0 Men1/Men1_ 10 Men1/Men1_ 20 Men1/Men1_ 30 Men1/Men1_ 40 Men1/Men1_ 50 Men1/Men1_ 60 Men1/Men1_ 70 Men1/Men1_ 80 Men1/Men1_ 90 Men1/Men1_ 100 Men1/Men1_ 110 Men1/Men1_ 120 Men1/Men1_ 130 Men1/Men1_ 140 Men1/Men1_ 150 Men1/Men1_ 160 Men1/Men1_ 170 Men1/Men1_ Done! 0 Men2/Men2_ 10 Men2/Men2_ 20 Men2/Men2_ 30 Men2/Men2_ 40 Men2/Men2_ 50 Men2/Men2_ 60 Men2/Men2_ 70 Men2/Men2_ 80 Men2/Men2_ 90 Men2/Men2_ 100 Men2/Men2_ 110 Men2/Men2_ 120 Men2/Men2_ 130 Men2/Men2_ 140 Men2/Men2_ 150 Men2/Men2_ 160 Men2/Men2_ 170 Men2/Men2_ 180 Men2/Men2_ Done! 0 Men3/Men3_ 10 Men3/Men3_ 20 Men3/Men3_ 30 Men3/Men3_ 40 Men3/Men3_ 50 Men3/Men3_ 60 Men3/Men3_ 70 Men3/Men3_ 80 Men3/Men3_ 90 Men3/Men3_ 100 Men3/Men3_ 110 Men3/Men3_ 120 Men3/Men3_ 130 Men3/Men3_ 140 Men3/Men3_ 150 Men3/Men3_ 160 Men3/Men3_ 170 Men3/Men3_ 180 Men3/Men3_ 190 Men3/Men3_ 200 Men3/Men3_ 210 Men3/Men3_ 220 Men3/Men3_ 230 Men3/Men3_ Done! 0 Female1/Female1_ 10 Female1/Female1_ 20 Female1/Female1_ 30 Female1/Female1_ 40 Female1/Female1_ 50 Female1/Female1_ 60 Female1/Female1_ 70 Female1/Female1_ 80 Female1/Female1_ 90 Female1/Female1_ 100 Female1/Female1_ 110 Female1/Female1_ 120 Female1/Female1_ 130 Female1/Female1_ 140 Female1/Female1_ 150 Female1/Female1_ 160 Female1/Female1_ 170 Female1/Female1_ 180 Female1/Female1_ 190 Female1/Female1_ 200 Female1/Female1_ Done! 0 SomePerson/SomePerson_ 10 SomePerson/SomePerson_ 20 SomePerson/SomePerson_ 30 SomePerson/SomePerson_ 40 SomePerson/SomePerson_ 50 SomePerson/SomePerson_ 60 SomePerson/SomePerson_ 70 SomePerson/SomePerson_ 80 SomePerson/SomePerson_ 90 SomePerson/SomePerson_ 100 SomePerson/SomePerson_ Done!
In [5]:
print(len(li_train), len(li_test))809 88
In [6]:
list_with_train_inputs = list()
list_with_train_predictions = list()
list_with_test_inputs = list()
list_with_test_predictions = list()
random.shuffle(li_train)
for i in range(len(li_train)):
list_with_train_inputs.append(list(li_train[i][0]))
list_with_train_predictions.append(li_train[i][1])
random.shuffle(li_test)
for i in range(len(li_test)):
list_with_test_inputs.append(list(li_test[i][0]))
list_with_test_predictions.append(li_test[i][1])
print(len(list_with_train_inputs), len(list_with_train_predictions), len(list_with_test_inputs), len(list_with_test_predictions))809 809 88 88
In [16]:
model = Sequential()
model.add(Dense(units=256, input_shape=(len(list_with_train_inputs[0]),)))
model.add(Dropout(0.2))
model.add(Dense(units=256, input_shape=(256,), activation="relu"))
model.add(Dropout(0.2))
model.add(Dense(units=4, input_shape=(256,)))
model.compile(loss="mean_squared_error", metrics=['accuracy'])
history = model.fit(list_with_train_inputs, list_with_train_predictions, epochs=500)Epoch 1/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0565 - accuracy: 0.8529 Epoch 2/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0130 - accuracy: 0.9197 Epoch 3/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0098 - accuracy: 0.9184 Epoch 4/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0087 - accuracy: 0.9110 Epoch 5/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0072 - accuracy: 0.9122 Epoch 6/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0074 - accuracy: 0.9085 Epoch 7/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0063 - accuracy: 0.9098 Epoch 8/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0069 - accuracy: 0.9135 Epoch 9/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0066 - accuracy: 0.9234 Epoch 10/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0064 - accuracy: 0.9147 Epoch 11/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0056 - accuracy: 0.9135 Epoch 12/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0059 - accuracy: 0.9147 Epoch 13/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0057 - accuracy: 0.9098 Epoch 14/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0056 - accuracy: 0.9085 Epoch 15/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0053 - accuracy: 0.9073 Epoch 16/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0048 - accuracy: 0.9147 Epoch 17/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0061 - accuracy: 0.9061 Epoch 18/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0055 - accuracy: 0.9197 Epoch 19/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0050 - accuracy: 0.9122 Epoch 20/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0048 - accuracy: 0.9159 Epoch 21/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0051 - accuracy: 0.9184 Epoch 22/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0051 - accuracy: 0.9147 Epoch 23/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0047 - accuracy: 0.9172 Epoch 24/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0056 - accuracy: 0.9147 Epoch 25/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0039 - accuracy: 0.9221 Epoch 26/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0041 - accuracy: 0.9098 Epoch 27/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0044 - accuracy: 0.9209 Epoch 28/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0045 - accuracy: 0.9172 Epoch 29/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0045 - accuracy: 0.9135 Epoch 30/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0040 - accuracy: 0.9147 Epoch 31/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0043 - accuracy: 0.9172 Epoch 32/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0041 - accuracy: 0.9209 Epoch 33/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0042 - accuracy: 0.9197 Epoch 34/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0042 - accuracy: 0.9184 Epoch 35/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0039 - accuracy: 0.9234 Epoch 36/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0038 - accuracy: 0.9147 Epoch 37/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0041 - accuracy: 0.9147 Epoch 38/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0041 - accuracy: 0.9135 Epoch 39/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0042 - accuracy: 0.9122 Epoch 40/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0038 - accuracy: 0.9197 Epoch 41/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0040 - accuracy: 0.9073 Epoch 42/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0038 - accuracy: 0.9135 Epoch 43/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0038 - accuracy: 0.9098 Epoch 44/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0043 - accuracy: 0.9110 Epoch 45/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0038 - accuracy: 0.9122 Epoch 46/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0032 - accuracy: 0.9110 Epoch 47/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0037 - accuracy: 0.9122 Epoch 48/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0039 - accuracy: 0.9172 Epoch 49/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9135 Epoch 50/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0037 - accuracy: 0.9197 Epoch 51/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0041 - accuracy: 0.9172 Epoch 52/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0034 - accuracy: 0.9110 Epoch 53/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0036 - accuracy: 0.9184 Epoch 54/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0037 - accuracy: 0.9184 Epoch 55/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0036 - accuracy: 0.9085 Epoch 56/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0037 - accuracy: 0.9184 Epoch 57/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0032 - accuracy: 0.9135 Epoch 58/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0038 - accuracy: 0.9135 Epoch 59/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9061 Epoch 60/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0037 - accuracy: 0.9209 Epoch 61/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9147 Epoch 62/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0035 - accuracy: 0.9023 Epoch 63/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0035 - accuracy: 0.9110 Epoch 64/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0032 - accuracy: 0.9135 Epoch 65/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0030 - accuracy: 0.9159 Epoch 66/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0033 - accuracy: 0.9147 Epoch 67/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0031 - accuracy: 0.9122 Epoch 68/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9159 Epoch 69/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0032 - accuracy: 0.9159 Epoch 70/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9061 Epoch 71/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0031 - accuracy: 0.9159 Epoch 72/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0037 - accuracy: 0.9147 Epoch 73/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0032 - accuracy: 0.9159 Epoch 74/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0030 - accuracy: 0.9110 Epoch 75/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9085 Epoch 76/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0033 - accuracy: 0.9135 Epoch 77/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0031 - accuracy: 0.9098 Epoch 78/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0032 - accuracy: 0.9110 Epoch 79/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0030 - accuracy: 0.9098 Epoch 80/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0032 - accuracy: 0.9159 Epoch 81/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9135 Epoch 82/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9110 Epoch 83/500
26/26 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9122 Epoch 84/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0033 - accuracy: 0.9122 Epoch 85/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0030 - accuracy: 0.9184 Epoch 86/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9135 Epoch 87/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9110 Epoch 88/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9135 Epoch 89/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0030 - accuracy: 0.9135 Epoch 90/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9122 Epoch 91/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0033 - accuracy: 0.9061 Epoch 92/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0032 - accuracy: 0.9073 Epoch 93/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0031 - accuracy: 0.9147 Epoch 94/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0031 - accuracy: 0.9122 Epoch 95/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0030 - accuracy: 0.9098 Epoch 96/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9147 Epoch 97/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0032 - accuracy: 0.9073 Epoch 98/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0030 - accuracy: 0.9110 Epoch 99/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9197 Epoch 100/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9159 Epoch 101/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0034 - accuracy: 0.9197 Epoch 102/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.9110 Epoch 103/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9098 Epoch 104/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.9122 Epoch 105/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.9184 Epoch 106/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.9135 Epoch 107/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9098 Epoch 108/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.9110 Epoch 109/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0031 - accuracy: 0.9110 Epoch 110/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9110 Epoch 111/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9135 Epoch 112/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.9159 Epoch 113/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9209 Epoch 114/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0031 - accuracy: 0.9147 Epoch 115/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.9122 Epoch 116/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.9098 Epoch 117/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.9147 Epoch 118/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.9135 Epoch 119/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.9122 Epoch 120/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.9098 Epoch 121/500 26/26 [==============================] - 0s 4ms/step - loss: 0.0024 - accuracy: 0.9135 Epoch 122/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.9122 Epoch 123/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9135 Epoch 124/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.9147 Epoch 125/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9184 Epoch 126/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9073 Epoch 127/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.9184 Epoch 128/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0029 - accuracy: 0.9221 Epoch 129/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.9122 Epoch 130/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9098 Epoch 131/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0025 - accuracy: 0.9197 Epoch 132/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.9073 Epoch 133/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0030 - accuracy: 0.9221 Epoch 134/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9122 Epoch 135/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9159 Epoch 136/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0024 - accuracy: 0.9122 Epoch 137/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0029 - accuracy: 0.9147 Epoch 138/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9147 Epoch 139/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0029 - accuracy: 0.9098 Epoch 140/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.9184 Epoch 141/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.9110 Epoch 142/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9246 Epoch 143/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9122 Epoch 144/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9098 Epoch 145/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9036 Epoch 146/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9098 Epoch 147/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0030 - accuracy: 0.9159 Epoch 148/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9172 Epoch 149/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9098 Epoch 150/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9147 Epoch 151/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9122 Epoch 152/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9110 Epoch 153/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9172 Epoch 154/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9135 Epoch 155/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9122 Epoch 156/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9147 Epoch 157/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9098 Epoch 158/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9135 Epoch 159/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9135 Epoch 160/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9098 Epoch 161/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9085 Epoch 162/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.9122 Epoch 163/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9061 Epoch 164/500
26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9110 Epoch 165/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9135 Epoch 166/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9073 Epoch 167/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9073: 0s - loss: 0.0027 - accuracy: 0.90 Epoch 168/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9073 Epoch 169/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9172 Epoch 170/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9085 Epoch 171/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9172 Epoch 172/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9110 Epoch 173/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9061 Epoch 174/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9098 Epoch 175/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9209 Epoch 176/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9110 Epoch 177/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9135 Epoch 178/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9147 Epoch 179/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9085 Epoch 180/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9147 Epoch 181/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9147 Epoch 182/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9110 Epoch 183/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9110 Epoch 184/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9085 Epoch 185/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9085 Epoch 186/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9073 Epoch 187/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9073 Epoch 188/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9184 Epoch 189/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9122 Epoch 190/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9110 Epoch 191/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9085 Epoch 192/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9172 Epoch 193/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0029 - accuracy: 0.9159 Epoch 194/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9122 Epoch 195/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9085 Epoch 196/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9234 Epoch 197/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 198/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9159 Epoch 199/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9098 Epoch 200/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9197 Epoch 201/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9197 Epoch 202/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9122 Epoch 203/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9197 Epoch 204/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9184 Epoch 205/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9184 Epoch 206/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9122 Epoch 207/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9184 Epoch 208/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9221 Epoch 209/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9135 Epoch 210/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9197 Epoch 211/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9184 Epoch 212/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9122 Epoch 213/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9122 Epoch 214/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9172 Epoch 215/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9122 Epoch 216/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9098 Epoch 217/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9184 Epoch 218/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9122 Epoch 219/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9098 Epoch 220/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0027 - accuracy: 0.9184 Epoch 221/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9110 Epoch 222/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9110 Epoch 223/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 0.9209 Epoch 224/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9135 Epoch 225/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9122 Epoch 226/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9110 Epoch 227/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9159 Epoch 228/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9073 Epoch 229/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9098 Epoch 230/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9147 Epoch 231/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 232/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0025 - accuracy: 0.9172 Epoch 233/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0023 - accuracy: 0.9184 Epoch 234/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0024 - accuracy: 0.9135 Epoch 235/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9172 Epoch 236/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9172 Epoch 237/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9221 Epoch 238/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9184 Epoch 239/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9147 Epoch 240/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9122 Epoch 241/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9184 Epoch 242/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9135 Epoch 243/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9110 Epoch 244/500
26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9122 Epoch 245/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9122 Epoch 246/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9172 Epoch 247/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9147 Epoch 248/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9234 Epoch 249/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9098 Epoch 250/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9159 Epoch 251/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9147 Epoch 252/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9110 Epoch 253/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9147 Epoch 254/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9110 Epoch 255/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9110 Epoch 256/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9209 Epoch 257/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9172 Epoch 258/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9209 Epoch 259/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9147 Epoch 260/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0023 - accuracy: 0.9147 Epoch 261/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9135 Epoch 262/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9159 Epoch 263/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9159 Epoch 264/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 265/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9098 Epoch 266/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9159 Epoch 267/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9209 Epoch 268/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9172 Epoch 269/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9098 Epoch 270/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9110 Epoch 271/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9122 Epoch 272/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9184 Epoch 273/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9098 Epoch 274/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9159 Epoch 275/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9122 Epoch 276/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9135 Epoch 277/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9135 Epoch 278/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9122 Epoch 279/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9184 Epoch 280/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9135 Epoch 281/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9122 Epoch 282/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9172 Epoch 283/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9110 Epoch 284/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9159 Epoch 285/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9122 Epoch 286/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9135 Epoch 287/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9122 Epoch 288/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9073 Epoch 289/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9147 Epoch 290/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9061 Epoch 291/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9135 Epoch 292/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9209 Epoch 293/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 294/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9110 Epoch 295/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9221 Epoch 296/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9073 Epoch 297/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9110 Epoch 298/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9197 Epoch 299/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9147 Epoch 300/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9122 Epoch 301/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9048 Epoch 302/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9184 Epoch 303/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9085 Epoch 304/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9234 Epoch 305/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9147 Epoch 306/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9135 Epoch 307/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9197 Epoch 308/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9098 Epoch 309/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9147 Epoch 310/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9197 Epoch 311/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 312/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0026 - accuracy: 0.9135 Epoch 313/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9159 Epoch 314/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9085 Epoch 315/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9197 Epoch 316/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9061 Epoch 317/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9110 Epoch 318/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9085 Epoch 319/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9184 Epoch 320/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.9197 Epoch 321/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9110 Epoch 322/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9172 Epoch 323/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9159 Epoch 324/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9184 Epoch 325/500
26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9246 Epoch 326/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9122 Epoch 327/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9221 Epoch 328/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9197 Epoch 329/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9197 Epoch 330/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9172 Epoch 331/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9159 Epoch 332/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9048 Epoch 333/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9147 Epoch 334/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9234 Epoch 335/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9159 Epoch 336/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9184 Epoch 337/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9122 Epoch 338/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9122 Epoch 339/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9122 Epoch 340/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9283 Epoch 341/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9184 Epoch 342/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9135 Epoch 343/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9197 Epoch 344/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9159 Epoch 345/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9197 Epoch 346/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9172 Epoch 347/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9159 Epoch 348/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9184 Epoch 349/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9122 Epoch 350/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9110 Epoch 351/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.9135 Epoch 352/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9184 Epoch 353/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9172 Epoch 354/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9085 Epoch 355/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9184 Epoch 356/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9159 Epoch 357/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9122 Epoch 358/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9209 Epoch 359/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9184 Epoch 360/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9147 Epoch 361/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 362/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9221 Epoch 363/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9159 Epoch 364/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9172 Epoch 365/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9159 Epoch 366/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9122 Epoch 367/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9135 Epoch 368/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9122 Epoch 369/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9098 Epoch 370/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9197 Epoch 371/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9147 Epoch 372/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9184 Epoch 373/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0017 - accuracy: 0.9184 Epoch 374/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9172 Epoch 375/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9197 Epoch 376/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9172 Epoch 377/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 378/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9197 Epoch 379/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9221 Epoch 380/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9197 Epoch 381/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9122 Epoch 382/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9197 Epoch 383/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9122 Epoch 384/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9209 Epoch 385/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9184 Epoch 386/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9283 Epoch 387/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9147 Epoch 388/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9135 Epoch 389/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9184 Epoch 390/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9172 Epoch 391/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9172 Epoch 392/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9159 Epoch 393/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9221 Epoch 394/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9197 Epoch 395/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0018 - accuracy: 0.9172 Epoch 396/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9184 Epoch 397/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9159 Epoch 398/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9098 Epoch 399/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9122 Epoch 400/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9122 Epoch 401/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9159 Epoch 402/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9209 Epoch 403/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9159 Epoch 404/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9147 Epoch 405/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9197 Epoch 406/500
26/26 [==============================] - 0s 2ms/step - loss: 0.0018 - accuracy: 0.9147 Epoch 407/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9110 Epoch 408/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9147 Epoch 409/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9197 Epoch 410/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9110 Epoch 411/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9110 Epoch 412/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9184 Epoch 413/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9147 Epoch 414/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9184 Epoch 415/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9234 Epoch 416/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9221 Epoch 417/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9221 Epoch 418/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9209 Epoch 419/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9147 Epoch 420/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0024 - accuracy: 0.9172 Epoch 421/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9135 Epoch 422/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9159 Epoch 423/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9184 Epoch 424/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9098 Epoch 425/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9122 Epoch 426/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9147 Epoch 427/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9122 Epoch 428/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9197 Epoch 429/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9159 Epoch 430/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9061 Epoch 431/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9209 Epoch 432/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9110 Epoch 433/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9172 Epoch 434/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 435/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9159 Epoch 436/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9085 Epoch 437/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9110 Epoch 438/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9122 Epoch 439/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9122 Epoch 440/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9197 Epoch 441/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9073 Epoch 442/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9085 Epoch 443/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9184 Epoch 444/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9135 Epoch 445/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9110 Epoch 446/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9085 Epoch 447/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9209 Epoch 448/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0018 - accuracy: 0.9147 Epoch 449/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 450/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9098 Epoch 451/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9172 Epoch 452/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9159 Epoch 453/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9184 Epoch 454/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9159 Epoch 455/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9159 Epoch 456/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9209 Epoch 457/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0025 - accuracy: 0.9147 Epoch 458/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9209 Epoch 459/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9135 Epoch 460/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9147 Epoch 461/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9197 Epoch 462/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9159 Epoch 463/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9184 Epoch 464/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9184 Epoch 465/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9184 Epoch 466/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0017 - accuracy: 0.9234 Epoch 467/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9147 Epoch 468/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9159 Epoch 469/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9159 Epoch 470/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9159 Epoch 471/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0018 - accuracy: 0.9122 Epoch 472/500 26/26 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.9209 Epoch 473/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9234 Epoch 474/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9209 Epoch 475/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9221 Epoch 476/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9147 Epoch 477/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9172 Epoch 478/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9221 Epoch 479/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9061 Epoch 480/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9197 Epoch 481/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9135 Epoch 482/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9197 Epoch 483/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9234 Epoch 484/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9110 Epoch 485/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9184 Epoch 486/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9197 Epoch 487/500
26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9147 Epoch 488/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9110 Epoch 489/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9110 Epoch 490/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9234 Epoch 491/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9159 Epoch 492/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0023 - accuracy: 0.9098 Epoch 493/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9135 Epoch 494/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0021 - accuracy: 0.9184 Epoch 495/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9159 Epoch 496/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9159 Epoch 497/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9221 Epoch 498/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9061 Epoch 499/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0020 - accuracy: 0.9221 Epoch 500/500 26/26 [==============================] - 0s 2ms/step - loss: 0.0019 - accuracy: 0.9135
In [17]:
pyplot.plot(history.history['accuracy'])
pyplot.title('Средняя точность эпох')
pyplot.ylabel('Точность')
pyplot.xlabel('Эпоха')
pyplot.grid()
In [18]:
model.evaluate(list_with_train_inputs, list_with_train_predictions)Out [18]:
26/26 [==============================] - 0s 1ms/step - loss: 0.0013 - accuracy: 0.9642
[0.0013105241814628243, 0.9641532897949219]