In [ ]:
from google.colab import files
uploaded = files.upload()
Upload widget is only available when the cell has been executed in the current browser session. Please rerun this cell to enable. 
Saving smile_detection_dataset_updated.zip to smile_detection_dataset_updated.zip
In [ ]:
import zipfile

with zipfile.ZipFile("smile_detection_dataset_updated.zip",'r') as zip_ref:
  zip_ref.extractall("smile_detection_dataset_updated")
In [ ]:
import os

base_path='smile_detection_dataset_updated'

print(os.listdir(base_path))

print(os.listdir(os.path.join(base_path, "smile")))

['labels.csv', 'neutral', 'smile']
['smile_9.png', 'smile_3.png', 'smile_5.png', 'smile_8.png', 'smile_4.png', 'smile_7.png', 'smile_2.png', 'smile_10.png', 'smile_1.png', 'smile_6.png']
In [ ]:
from PIL import Image

pixel_intensities=[]
labels = []

folders=[("smile", 1), ("neutral", 0)]

for folderName,label in folders:
  folder_path= os.path.join(base_path,folderName)
  for filename in os.listdir(folder_path):
    image = Image.open(os.path.join(folder_path,filename)).convert('1')
    pixel_intensities.append(list(image.getdata()))
    labels.append(label)

print(*pixel_intensities,*labels, sep='\n')

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In [ ]:
import numpy as np
print(np.array(pixel_intensities))
pixel_intensities=np.array(pixel_intensities)/255.0
labels=np.array(labels)

[[  0   0   0 ...   0   0   0]
 [  0   0   0 ...   0   0   0]
 [  0   0   0 ...   0   0   0]
 ...
 [255 255 255 ... 255   0 255]
 [  0   0   0 ...   0   0   0]
 [  0   0   0 ...   0   0   0]]
In [ ]:
print(pixel_intensities,labels)

print(pixel_intensities.shape, labels.shape)

[[0. 0. 0. ... 0. 0. 0.]
 [0. 0. 0. ... 0. 0. 0.]
 [0. 0. 0. ... 0. 0. 0.]
 ...
 [1. 1. 1. ... 1. 0. 1.]
 [0. 0. 0. ... 0. 0. 0.]
 [0. 0. 0. ... 0. 0. 0.]] [1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0]
(20, 4096) (20,)
In [ ]:
import matplotlib.pyplot as plt

num_images = len(pixel_intensities)
cols = 3
rows = (num_images + cols - 1) // cols  # Compute required rows

plt.figure(figsize=(12, 4 * rows))

for i in range(num_images):
    plt.subplot(rows, cols, i + 1)
    plt.imshow(pixel_intensities[i].reshape(64, 64), cmap='gray')
    plt.title(f"Label: {labels[i]}")
    plt.axis('off')

plt.tight_layout()
plt.show()
No description has been provided for this image
In [ ]:
from keras import Sequential
from keras.layers import Dense,Dropout
from keras.utils import to_categorical

model = Sequential([
    Dense(512, activation='relu', input_dim=4096),
    Dropout(0.3),
    Dense(128, activation='relu'),
    Dropout(0.3),
    Dense(2, activation='softmax'),
])


labels=to_categorical(labels,num_classes=2)

/usr/local/lib/python3.11/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

Dense Layer Thumb Rules (Deep Learning Quick Reference)¶

What:
A Dense (fully connected) layer computes y = f(Wx + b), connecting all previous neurons to all current neurons.

How to Choose units¶

No strict formula, but practical thumb rules:

  • Input Layer:

    • input_dim = number of input features
    • Example: 64x64 grayscale → 4096.

  • Hidden Layers:

    • Start with 0.25x - 0.5x input size for small/simple data.
    • Can use up to 1x input size for complex data.
    • Reduce units gradually in deeper layers.

  • Output Layer:

    • Binary classification → Dense(1, activation='sigmoid'), loss='binary_crossentropy'.
    • Multi-class classification → Dense(num_classes, activation='softmax'), loss='categorical_crossentropy'.

When to Use Dropout¶

Helps prevent overfitting, especially with large Dense layers:

  • Use Dropout(0.2 - 0.5) after Dense layers.
  • Recommended for small datasets or large models.

Example Practical ANN Architecture¶

For 64x64 grayscale smile detection:

model = Sequential([
    Dense(512, activation='relu', input_dim=4096),
    Dropout(0.3),
    Dense(128, activation='relu'),
    Dropout(0.3),
    Dense(1, activation='sigmoid')
])
In [ ]:
print(pixel_intensities.shape,labels.shape)
print(labels)

(20, 4096) (20, 2)
[[0. 1.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [1. 0.]
 [1. 0.]
 [1. 0.]
 [1. 0.]
 [1. 0.]
 [1. 0.]
 [1. 0.]
 [1. 0.]
 [1. 0.]
 [1. 0.]]
In [ ]:
from keras.optimizers import  Adam

optimizer = Adam(learning_rate=0.005)
model.compile(loss='categorical_crossentropy',optimizer=optimizer,metrics=['accuracy'])
In [ ]:
model.fit(pixel_intensities,labels,epochs=1000,batch_size=20,verbose=2)

Epoch 1/1000
1/1 - 3s - 3s/step - accuracy: 0.4500 - loss: 1.8085
Epoch 2/1000
1/1 - 1s - 669ms/step - accuracy: 0.5000 - loss: 49.5370
Epoch 3/1000
1/1 - 0s - 59ms/step - accuracy: 0.6500 - loss: 5.0271
Epoch 4/1000
1/1 - 0s - 57ms/step - accuracy: 0.6500 - loss: 3.9549
Epoch 5/1000
1/1 - 0s - 31ms/step - accuracy: 0.6500 - loss: 3.6635
Epoch 6/1000
1/1 - 0s - 32ms/step - accuracy: 0.5500 - loss: 3.3412
Epoch 7/1000
1/1 - 0s - 31ms/step - accuracy: 0.6000 - loss: 1.8067
Epoch 8/1000
1/1 - 0s - 57ms/step - accuracy: 0.6000 - loss: 2.6594
Epoch 9/1000
1/1 - 0s - 34ms/step - accuracy: 0.6000 - loss: 3.0409
Epoch 10/1000
1/1 - 0s - 58ms/step - accuracy: 0.4500 - loss: 3.6702
Epoch 11/1000
1/1 - 0s - 30ms/step - accuracy: 0.5500 - loss: 3.2240
Epoch 12/1000
1/1 - 0s - 59ms/step - accuracy: 0.5500 - loss: 1.7235
Epoch 13/1000
1/1 - 0s - 31ms/step - accuracy: 0.6000 - loss: 1.9023
Epoch 14/1000
1/1 - 0s - 31ms/step - accuracy: 0.5500 - loss: 2.4253
Epoch 15/1000
1/1 - 0s - 33ms/step - accuracy: 0.4500 - loss: 3.6156
Epoch 16/1000
1/1 - 0s - 31ms/step - accuracy: 0.6500 - loss: 2.3366
Epoch 17/1000
1/1 - 0s - 59ms/step - accuracy: 0.7500 - loss: 1.4617
Epoch 18/1000
1/1 - 0s - 57ms/step - accuracy: 0.8000 - loss: 2.0288
Epoch 19/1000
1/1 - 0s - 33ms/step - accuracy: 0.7500 - loss: 0.8904
Epoch 20/1000
1/1 - 0s - 58ms/step - accuracy: 0.9000 - loss: 1.2043
Epoch 21/1000
1/1 - 0s - 34ms/step - accuracy: 0.7500 - loss: 1.1195
Epoch 22/1000
1/1 - 0s - 57ms/step - accuracy: 0.6500 - loss: 1.8533
Epoch 23/1000
1/1 - 0s - 30ms/step - accuracy: 0.9500 - loss: 0.1579
Epoch 24/1000
1/1 - 0s - 30ms/step - accuracy: 0.9000 - loss: 0.6981
Epoch 25/1000
1/1 - 0s - 58ms/step - accuracy: 0.8500 - loss: 0.3566
Epoch 26/1000
1/1 - 0s - 58ms/step - accuracy: 0.9000 - loss: 0.2616
Epoch 27/1000
1/1 - 0s - 42ms/step - accuracy: 0.9000 - loss: 0.3902
Epoch 28/1000
1/1 - 0s - 33ms/step - accuracy: 0.8500 - loss: 0.4043
Epoch 29/1000
1/1 - 0s - 32ms/step - accuracy: 0.9000 - loss: 0.1908
Epoch 30/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0779
Epoch 31/1000
1/1 - 0s - 33ms/step - accuracy: 0.8500 - loss: 0.1674
Epoch 32/1000
1/1 - 0s - 56ms/step - accuracy: 0.8500 - loss: 0.1874
Epoch 33/1000
1/1 - 0s - 33ms/step - accuracy: 0.9500 - loss: 0.1578
Epoch 34/1000
1/1 - 0s - 41ms/step - accuracy: 0.8000 - loss: 0.3460
Epoch 35/1000
1/1 - 0s - 55ms/step - accuracy: 0.9500 - loss: 0.1448
Epoch 36/1000
1/1 - 0s - 32ms/step - accuracy: 0.9500 - loss: 0.1318
Epoch 37/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0530
Epoch 38/1000
1/1 - 0s - 30ms/step - accuracy: 0.7000 - loss: 0.6164
Epoch 39/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 0.0498
Epoch 40/1000
1/1 - 0s - 30ms/step - accuracy: 0.9500 - loss: 0.1480
Epoch 41/1000
1/1 - 0s - 58ms/step - accuracy: 0.8500 - loss: 0.2295
Epoch 42/1000
1/1 - 0s - 58ms/step - accuracy: 0.9000 - loss: 0.2808
Epoch 43/1000
1/1 - 0s - 57ms/step - accuracy: 0.7500 - loss: 0.4627
Epoch 44/1000
1/1 - 0s - 57ms/step - accuracy: 0.9500 - loss: 0.2860
Epoch 45/1000
1/1 - 0s - 30ms/step - accuracy: 0.9000 - loss: 0.2771
Epoch 46/1000
1/1 - 0s - 59ms/step - accuracy: 0.9500 - loss: 0.0792
Epoch 47/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0144
Epoch 48/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 0.0526
Epoch 49/1000
1/1 - 0s - 32ms/step - accuracy: 0.9500 - loss: 0.2548
Epoch 50/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0394
Epoch 51/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0847
Epoch 52/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0818
Epoch 53/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0125
Epoch 54/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 0.0026
Epoch 55/1000
1/1 - 0s - 30ms/step - accuracy: 0.9500 - loss: 0.0841
Epoch 56/1000
1/1 - 0s - 64ms/step - accuracy: 1.0000 - loss: 0.0073
Epoch 57/1000
1/1 - 0s - 53ms/step - accuracy: 1.0000 - loss: 0.0066
Epoch 58/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0454
Epoch 59/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0374
Epoch 60/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0621
Epoch 61/1000
1/1 - 0s - 58ms/step - accuracy: 0.9500 - loss: 0.0876
Epoch 62/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0424
Epoch 63/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0121
Epoch 64/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0178
Epoch 65/1000
1/1 - 0s - 67ms/step - accuracy: 1.0000 - loss: 0.0062
Epoch 66/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0029
Epoch 67/1000
1/1 - 0s - 48ms/step - accuracy: 1.0000 - loss: 0.0063
Epoch 68/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0035
Epoch 69/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 0.0019
Epoch 70/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0313
Epoch 71/1000
1/1 - 0s - 42ms/step - accuracy: 1.0000 - loss: 0.0069
Epoch 72/1000
1/1 - 0s - 48ms/step - accuracy: 0.9500 - loss: 0.1125
Epoch 73/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0017
Epoch 74/1000
1/1 - 0s - 57ms/step - accuracy: 0.9000 - loss: 0.1867
Epoch 75/1000
1/1 - 0s - 73ms/step - accuracy: 1.0000 - loss: 1.9193e-04
Epoch 76/1000
1/1 - 0s - 46ms/step - accuracy: 1.0000 - loss: 0.0032
Epoch 77/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.4487e-04
Epoch 78/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0013
Epoch 79/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 0.0145
Epoch 80/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 6.7263e-04
Epoch 81/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0010
Epoch 82/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0034
Epoch 83/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0016
Epoch 84/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 6.7055e-04
Epoch 85/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0045
Epoch 86/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 0.0034
Epoch 87/1000
1/1 - 0s - 50ms/step - accuracy: 0.9500 - loss: 0.1400
Epoch 88/1000
1/1 - 0s - 50ms/step - accuracy: 1.0000 - loss: 0.0031
Epoch 89/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 0.0010
Epoch 90/1000
1/1 - 0s - 55ms/step - accuracy: 0.9500 - loss: 0.0495
Epoch 91/1000
1/1 - 0s - 48ms/step - accuracy: 1.0000 - loss: 0.0030
Epoch 92/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0016
Epoch 93/1000
1/1 - 0s - 129ms/step - accuracy: 1.0000 - loss: 8.2596e-05
Epoch 94/1000
1/1 - 0s - 51ms/step - accuracy: 1.0000 - loss: 0.0109
Epoch 95/1000
1/1 - 0s - 49ms/step - accuracy: 1.0000 - loss: 6.3732e-04
Epoch 96/1000
1/1 - 0s - 49ms/step - accuracy: 1.0000 - loss: 0.0040
Epoch 97/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0030
Epoch 98/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0014
Epoch 99/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.0900e-04
Epoch 100/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.8127e-04
Epoch 101/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0242
Epoch 102/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.3391e-05
Epoch 103/1000
1/1 - 0s - 31ms/step - accuracy: 0.9500 - loss: 0.0463
Epoch 104/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0046
Epoch 105/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0027
Epoch 106/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0293
Epoch 107/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0153
Epoch 108/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 6.8150e-04
Epoch 109/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0349
Epoch 110/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0350
Epoch 111/1000
1/1 - 0s - 64ms/step - accuracy: 1.0000 - loss: 0.0103
Epoch 112/1000
1/1 - 0s - 52ms/step - accuracy: 1.0000 - loss: 7.4026e-06
Epoch 113/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 2.0686e-04
Epoch 114/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 4.8338e-06
Epoch 115/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 2.5878e-04
Epoch 116/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0076
Epoch 117/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.2372e-04
Epoch 118/1000
1/1 - 0s - 31ms/step - accuracy: 0.9500 - loss: 0.2387
Epoch 119/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 1.4681e-04
Epoch 120/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0042
Epoch 121/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 5.6622e-05
Epoch 122/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0023
Epoch 123/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0206
Epoch 124/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.8937e-04
Epoch 125/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 7.4153e-05
Epoch 126/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 6.5444e-06
Epoch 127/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0027
Epoch 128/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 2.1301e-05
Epoch 129/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0065
Epoch 130/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 2.8620e-05
Epoch 131/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 2.2628e-05
Epoch 132/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 3.6567e-04
Epoch 133/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0035
Epoch 134/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0094
Epoch 135/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 4.3139e-04
Epoch 136/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0261
Epoch 137/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0360
Epoch 138/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.1867e-05
Epoch 139/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0083
Epoch 140/1000
1/1 - 0s - 62ms/step - accuracy: 0.9500 - loss: 0.0719
Epoch 141/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 4.0442e-04
Epoch 142/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.7845e-05
Epoch 143/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 6.7668e-04
Epoch 144/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0023
Epoch 145/1000
1/1 - 0s - 58ms/step - accuracy: 0.9500 - loss: 0.0464
Epoch 146/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0025
Epoch 147/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0031
Epoch 148/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0235
Epoch 149/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 3.2532e-04
Epoch 150/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 8.2241e-04
Epoch 151/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 6.5469e-04
Epoch 152/1000
1/1 - 0s - 32ms/step - accuracy: 0.9500 - loss: 0.2182
Epoch 153/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 2.3892e-04
Epoch 154/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0124
Epoch 155/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 2.4396e-04
Epoch 156/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0012
Epoch 157/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 6.0059e-05
Epoch 158/1000
1/1 - 0s - 33ms/step - accuracy: 0.9500 - loss: 0.0741
Epoch 159/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 4.9888e-04
Epoch 160/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 9.9296e-04
Epoch 161/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0025
Epoch 162/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 4.2202e-05
Epoch 163/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 9.4252e-04
Epoch 164/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 1.1613e-04
Epoch 165/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0013
Epoch 166/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0083
Epoch 167/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.9262e-04
Epoch 168/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 9.5335e-04
Epoch 169/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.3741e-04
Epoch 170/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 4.2454e-04
Epoch 171/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 7.1923e-05
Epoch 172/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0059
Epoch 173/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0018
Epoch 174/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0105
Epoch 175/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 3.7599e-04
Epoch 176/1000
1/1 - 0s - 52ms/step - accuracy: 1.0000 - loss: 0.0022
Epoch 177/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0058
Epoch 178/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.2412e-04
Epoch 179/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0012
Epoch 180/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 3.6712e-04
Epoch 181/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.2163e-05
Epoch 182/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.7753e-04
Epoch 183/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 4.9847e-05
Epoch 184/1000
1/1 - 0s - 57ms/step - accuracy: 0.9500 - loss: 0.0779
Epoch 185/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 2.5978e-04
Epoch 186/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 2.6103e-05
Epoch 187/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0012
Epoch 188/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 4.6782e-04
Epoch 189/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0049
Epoch 190/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0028
Epoch 191/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 2.1718e-04
Epoch 192/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 2.2873e-04
Epoch 193/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 1.5478e-04
Epoch 194/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0035
Epoch 195/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0052
Epoch 196/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0019
Epoch 197/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0015
Epoch 198/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 0.0110
Epoch 199/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0012
Epoch 200/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 2.0719e-04
Epoch 201/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 8.9382e-05
Epoch 202/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 5.7189e-04
Epoch 203/1000
1/1 - 0s - 69ms/step - accuracy: 1.0000 - loss: 2.9232e-05
Epoch 204/1000
1/1 - 0s - 33ms/step - accuracy: 0.9500 - loss: 0.0551
Epoch 205/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.5299e-05
Epoch 206/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.2540e-05
Epoch 207/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 1.2324e-04
Epoch 208/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 0.0237
Epoch 209/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 0.0042
Epoch 210/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 8.6660e-06
Epoch 211/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 9.3873e-06
Epoch 212/1000
1/1 - 0s - 59ms/step - accuracy: 0.9500 - loss: 0.0564
Epoch 213/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 2.6804e-04
Epoch 214/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 7.9510e-06
Epoch 215/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 5.3050e-04
Epoch 216/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0011
Epoch 217/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0205
Epoch 218/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.4122e-04
Epoch 219/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 1.4327e-04
Epoch 220/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 7.3909e-07
Epoch 221/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0194
Epoch 222/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 7.2553e-04
Epoch 223/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.3947e-06
Epoch 224/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 2.4894e-04
Epoch 225/1000
1/1 - 0s - 66ms/step - accuracy: 1.0000 - loss: 0.0115
Epoch 226/1000
1/1 - 0s - 51ms/step - accuracy: 1.0000 - loss: 1.0610e-06
Epoch 227/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 3.9100e-06
Epoch 228/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.4214e-05
Epoch 229/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.8091e-05
Epoch 230/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 9.9417e-06
Epoch 231/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 2.5570e-06
Epoch 232/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 2.9184e-05
Epoch 233/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0011
Epoch 234/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 2.2351e-06
Epoch 235/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.3010e-05
Epoch 236/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 3.1576e-05
Epoch 237/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 7.7486e-08
Epoch 238/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 2.9547e-05
Epoch 239/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 8.1356e-06
Epoch 240/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.7022e-05
Epoch 241/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.8252e-06
Epoch 242/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 7.3313e-07
Epoch 243/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 9.0598e-07
Epoch 244/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 7.1526e-08
Epoch 245/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 1.9733e-05
Epoch 246/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 1.8648e-05
Epoch 247/1000
1/1 - 0s - 64ms/step - accuracy: 1.0000 - loss: 2.7954e-06
Epoch 248/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 6.0200e-07
Epoch 249/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 1.7285e-07
Epoch 250/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 5.5073e-06
Epoch 251/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.7825e-05
Epoch 252/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 1.5656e-05
Epoch 253/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 4.4107e-07
Epoch 254/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0021
Epoch 255/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.2711e-05
Epoch 256/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 5.3644e-08
Epoch 257/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 2.1148e-04
Epoch 258/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 259/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 6.3721e-05
Epoch 260/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.0895e-05
Epoch 261/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.5795e-06
Epoch 262/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 2.6167e-05
Epoch 263/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.0682e-04
Epoch 264/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 2.4676e-06
Epoch 265/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 2.0921e-06
Epoch 266/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 6.7766e-06
Epoch 267/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 4.1420e-04
Epoch 268/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 1.4901e-07
Epoch 269/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.1450e-04
Epoch 270/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0031
Epoch 271/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 2.1092e-05
Epoch 272/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.5034e-07
Epoch 273/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.1012e-04
Epoch 274/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 7.9149e-06
Epoch 275/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 8.1658e-07
Epoch 276/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.1324e-05
Epoch 277/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0165
Epoch 278/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0183
Epoch 279/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 2.5034e-06
Epoch 280/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 3.4897e-04
Epoch 281/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.9283e-05
Epoch 282/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.2587e-05
Epoch 283/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 6.1043e-05
Epoch 284/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0189
Epoch 285/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 1.4305e-07
Epoch 286/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 4.0429e-04
Epoch 287/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 3.8431e-04
Epoch 288/1000
1/1 - 0s - 69ms/step - accuracy: 1.0000 - loss: 3.6955e-07
Epoch 289/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 2.5809e-06
Epoch 290/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.1921e-08
Epoch 291/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 4.2393e-04
Epoch 292/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.1199e-05
Epoch 293/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 9.2983e-07
Epoch 294/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 1.6896e-05
Epoch 295/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.4497e-06
Epoch 296/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 3.3378e-06
Epoch 297/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.3916e-05
Epoch 298/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.3232e-06
Epoch 299/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 5.6028e-07
Epoch 300/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.2873e-05
Epoch 301/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.4780e-05
Epoch 302/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 3.6069e-05
Epoch 303/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 3.3899e-05
Epoch 304/1000
1/1 - 0s - 40ms/step - accuracy: 1.0000 - loss: 1.1943e-05
Epoch 305/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 306/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.7762e-06
Epoch 307/1000
1/1 - 0s - 64ms/step - accuracy: 1.0000 - loss: 2.1458e-07
Epoch 308/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 3.7013e-06
Epoch 309/1000
1/1 - 0s - 130ms/step - accuracy: 1.0000 - loss: 7.9274e-07
Epoch 310/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.7226e-06
Epoch 311/1000
1/1 - 0s - 53ms/step - accuracy: 1.0000 - loss: 2.5630e-07
Epoch 312/1000
1/1 - 0s - 47ms/step - accuracy: 1.0000 - loss: 8.2254e-07
Epoch 313/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 6.4969e-07
Epoch 314/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 4.1185e-06
Epoch 315/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 9.9531e-06
Epoch 316/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 1.3351e-06
Epoch 317/1000
1/1 - 0s - 49ms/step - accuracy: 1.0000 - loss: 1.4663e-06
Epoch 318/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 7.8787e-04
Epoch 319/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.0591e-05
Epoch 320/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.9816e-04
Epoch 321/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 2.0783e-04
Epoch 322/1000
1/1 - 0s - 44ms/step - accuracy: 1.0000 - loss: 8.3083e-06
Epoch 323/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 8.7022e-07
Epoch 324/1000
1/1 - 0s - 68ms/step - accuracy: 1.0000 - loss: 2.3842e-07
Epoch 325/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 9.8458e-06
Epoch 326/1000
1/1 - 0s - 71ms/step - accuracy: 1.0000 - loss: 9.3516e-06
Epoch 327/1000
1/1 - 0s - 50ms/step - accuracy: 1.0000 - loss: 4.9995e-04
Epoch 328/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 3.8324e-04
Epoch 329/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 0.0020
Epoch 330/1000
1/1 - 0s - 45ms/step - accuracy: 1.0000 - loss: 1.7284e-05
Epoch 331/1000
1/1 - 0s - 50ms/step - accuracy: 1.0000 - loss: 9.0601e-04
Epoch 332/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 1.3098e-04
Epoch 333/1000
1/1 - 0s - 47ms/step - accuracy: 1.0000 - loss: 6.3777e-07
Epoch 334/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 2.1458e-07
Epoch 335/1000
1/1 - 0s - 50ms/step - accuracy: 1.0000 - loss: 5.3644e-08
Epoch 336/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 5.1383e-05
Epoch 337/1000
1/1 - 0s - 49ms/step - accuracy: 1.0000 - loss: 1.3709e-07
Epoch 338/1000
1/1 - 0s - 51ms/step - accuracy: 1.0000 - loss: 1.5079e-05
Epoch 339/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 2.2590e-06
Epoch 340/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 3.4749e-06
Epoch 341/1000
1/1 - 0s - 67ms/step - accuracy: 1.0000 - loss: 1.5281e-05
Epoch 342/1000
1/1 - 0s - 52ms/step - accuracy: 1.0000 - loss: 4.4703e-07
Epoch 343/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 1.2843e-05
Epoch 344/1000
1/1 - 0s - 38ms/step - accuracy: 1.0000 - loss: 2.0146e-04
Epoch 345/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 5.1676e-06
Epoch 346/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 3.5763e-07
Epoch 347/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.5453e-05
Epoch 348/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 5.9605e-07
Epoch 349/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 9.2380e-06
Epoch 350/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 1.1961e-05
Epoch 351/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.2584e-05
Epoch 352/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 7.4051e-05
Epoch 353/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 6.2760e-06
Epoch 354/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 3.5464e-06
Epoch 355/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 1.1470e-04
Epoch 356/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 3.4975e-05
Epoch 357/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.1980e-06
Epoch 358/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.3022e-05
Epoch 359/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 3.8861e-06
Epoch 360/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0028
Epoch 361/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 0.0139
Epoch 362/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 3.0655e-04
Epoch 363/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 5.2452e-07
Epoch 364/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.5944e-04
Epoch 365/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 3.5106e-06
Epoch 366/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 3.0994e-06
Epoch 367/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 6.5941e-05
Epoch 368/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 3.9934e-06
Epoch 369/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 5.1260e-07
Epoch 370/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.5318e-06
Epoch 371/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 3.5047e-06
Epoch 372/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 6.4481e-05
Epoch 373/1000
1/1 - 0s - 38ms/step - accuracy: 1.0000 - loss: 1.4554e-05
Epoch 374/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 2.5570e-06
Epoch 375/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 3.2543e-06
Epoch 376/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0012
Epoch 377/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 4.2140e-06
Epoch 378/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.0133e-07
Epoch 379/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 3.1649e-06
Epoch 380/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 6.6874e-06
Epoch 381/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.3961e-06
Epoch 382/1000
1/1 - 0s - 42ms/step - accuracy: 1.0000 - loss: 9.5367e-08
Epoch 383/1000
1/1 - 0s - 40ms/step - accuracy: 1.0000 - loss: 3.5167e-07
Epoch 384/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 8.7317e-06
Epoch 385/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0010
Epoch 386/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.0240e-05
Epoch 387/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 4.6417e-05
Epoch 388/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.4576e-05
Epoch 389/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.1414e-05
Epoch 390/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.1693e-05
Epoch 391/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0015
Epoch 392/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.5990e-05
Epoch 393/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 7.8547e-05
Epoch 394/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.4901e-06
Epoch 395/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.1479e-05
Epoch 396/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 5.9605e-07
Epoch 397/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 3.8147e-07
Epoch 398/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 1.0133e-07
Epoch 399/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.2009e-05
Epoch 400/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.4603e-06
Epoch 401/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.6093e-07
Epoch 402/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 403/1000
1/1 - 0s - 52ms/step - accuracy: 1.0000 - loss: 1.7881e-08
Epoch 404/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 4.1123e-05
Epoch 405/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 4.0531e-07
Epoch 406/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.4901e-07
Epoch 407/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 3.2543e-06
Epoch 408/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 4.1449e-04
Epoch 409/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 1.5378e-06
Epoch 410/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0060
Epoch 411/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.0862e-07
Epoch 412/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 9.5184e-06
Epoch 413/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 6.3181e-07
Epoch 414/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 4.4025e-05
Epoch 415/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.5630e-07
Epoch 416/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.0729e-07
Epoch 417/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 2.2351e-06
Epoch 418/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 9.1724e-06
Epoch 419/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 3.8206e-06
Epoch 420/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.7881e-08
Epoch 421/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.2795e-06
Epoch 422/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.0490e-06
Epoch 423/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 5.1260e-07
Epoch 424/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 1.7285e-07
Epoch 425/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 7.2121e-07
Epoch 426/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 1.0133e-07
Epoch 427/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 3.5763e-08
Epoch 428/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 4.4881e-06
Epoch 429/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 3.2635e-05
Epoch 430/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 2.1458e-07
Epoch 431/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 1.2517e-07
Epoch 432/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 1.9159e-05
Epoch 433/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 6.6754e-06
Epoch 434/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0023
Epoch 435/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.4424e-06
Epoch 436/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 2.0921e-06
Epoch 437/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 3.0994e-07
Epoch 438/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 9.3695e-05
Epoch 439/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 3.5763e-08
Epoch 440/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 3.0100e-06
Epoch 441/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.6034e-06
Epoch 442/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.4305e-07
Epoch 443/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.8894e-06
Epoch 444/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 3.4391e-06
Epoch 445/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 5.8412e-07
Epoch 446/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.1921e-08
Epoch 447/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 3.6955e-07
Epoch 448/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 2.4080e-06
Epoch 449/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.9967e-06
Epoch 450/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.7683e-07
Epoch 451/1000
1/1 - 0s - 58ms/step - accuracy: 0.9500 - loss: 0.0867
Epoch 452/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 4.1723e-08
Epoch 453/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.3511e-07
Epoch 454/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.2057e-04
Epoch 455/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 5.2353e-05
Epoch 456/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 1.1623e-06
Epoch 457/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 3.5907e-05
Epoch 458/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 4.3557e-05
Epoch 459/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0032
Epoch 460/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 2.9817e-04
Epoch 461/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 4.1960e-06
Epoch 462/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.5304e-04
Epoch 463/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.6458e-04
Epoch 464/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.0764e-05
Epoch 465/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0043
Epoch 466/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0014
Epoch 467/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.8336e-04
Epoch 468/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0011
Epoch 469/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 2.6082e-04
Epoch 470/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 5.8404e-05
Epoch 471/1000
1/1 - 0s - 30ms/step - accuracy: 1.0000 - loss: 2.8610e-06
Epoch 472/1000
1/1 - 0s - 58ms/step - accuracy: 0.9500 - loss: 0.0507
Epoch 473/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.0908e-06
Epoch 474/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.0223e-04
Epoch 475/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.0266e-07
Epoch 476/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.3842e-06
Epoch 477/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 2.2294e-05
Epoch 478/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0011
Epoch 479/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 2.2674e-04
Epoch 480/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 7.6307e-04
Epoch 481/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.0146e-06
Epoch 482/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.4126e-04
Epoch 483/1000
1/1 - 0s - 40ms/step - accuracy: 1.0000 - loss: 9.5860e-05
Epoch 484/1000
1/1 - 0s - 52ms/step - accuracy: 1.0000 - loss: 9.6530e-05
Epoch 485/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 5.1856e-07
Epoch 486/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0026
Epoch 487/1000
1/1 - 0s - 57ms/step - accuracy: 0.9500 - loss: 0.0647
Epoch 488/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 6.4578e-04
Epoch 489/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 4.6941e-05
Epoch 490/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 7.8575e-05
Epoch 491/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 2.1951e-04
Epoch 492/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.2622e-04
Epoch 493/1000
1/1 - 0s - 58ms/step - accuracy: 0.9000 - loss: 0.6921
Epoch 494/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 3.1394e-04
Epoch 495/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.2773e-04
Epoch 496/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0203
Epoch 497/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 2.0989e-04
Epoch 498/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 6.8959e-06
Epoch 499/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 3.8802e-06
Epoch 500/1000
1/1 - 0s - 31ms/step - accuracy: 0.9500 - loss: 0.1474
Epoch 501/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 8.4638e-07
Epoch 502/1000
1/1 - 0s - 66ms/step - accuracy: 1.0000 - loss: 3.8564e-06
Epoch 503/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 4.6073e-06
Epoch 504/1000
1/1 - 0s - 59ms/step - accuracy: 0.9000 - loss: 0.1807
Epoch 505/1000
1/1 - 0s - 127ms/step - accuracy: 1.0000 - loss: 3.7551e-07
Epoch 506/1000
1/1 - 0s - 149ms/step - accuracy: 1.0000 - loss: 6.9594e-05
Epoch 507/1000
1/1 - 0s - 106ms/step - accuracy: 0.9500 - loss: 0.4474
Epoch 508/1000
1/1 - 0s - 299ms/step - accuracy: 1.0000 - loss: 1.5616e-06
Epoch 509/1000
1/1 - 0s - 170ms/step - accuracy: 0.9000 - loss: 0.6902
Epoch 510/1000
1/1 - 0s - 338ms/step - accuracy: 1.0000 - loss: 3.5763e-08
Epoch 511/1000
1/1 - 0s - 139ms/step - accuracy: 0.9000 - loss: 0.2981
Epoch 512/1000
1/1 - 0s - 82ms/step - accuracy: 0.9500 - loss: 0.1944
Epoch 513/1000
1/1 - 0s - 49ms/step - accuracy: 1.0000 - loss: 6.7102e-05
Epoch 514/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 1.4047e-04
Epoch 515/1000
1/1 - 0s - 57ms/step - accuracy: 0.8000 - loss: 2.0677
Epoch 516/1000
1/1 - 0s - 46ms/step - accuracy: 0.9500 - loss: 0.3599
Epoch 517/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 0.0071
Epoch 518/1000
1/1 - 0s - 62ms/step - accuracy: 0.9000 - loss: 0.8167
Epoch 519/1000
1/1 - 0s - 59ms/step - accuracy: 0.9500 - loss: 0.1854
Epoch 520/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 6.8600e-06
Epoch 521/1000
1/1 - 0s - 66ms/step - accuracy: 1.0000 - loss: 0.0012
Epoch 522/1000
1/1 - 0s - 48ms/step - accuracy: 1.0000 - loss: 8.8054e-05
Epoch 523/1000
1/1 - 0s - 59ms/step - accuracy: 0.9000 - loss: 1.5592
Epoch 524/1000
1/1 - 0s - 43ms/step - accuracy: 1.0000 - loss: 0.0193
Epoch 525/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 9.2316e-04
Epoch 526/1000
1/1 - 0s - 44ms/step - accuracy: 0.9000 - loss: 0.6827
Epoch 527/1000
1/1 - 0s - 45ms/step - accuracy: 0.9500 - loss: 0.0936
Epoch 528/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0064
Epoch 529/1000
1/1 - 0s - 55ms/step - accuracy: 0.9000 - loss: 0.2488
Epoch 530/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 7.5697e-07
Epoch 531/1000
1/1 - 0s - 57ms/step - accuracy: 0.9500 - loss: 0.4423
Epoch 532/1000
1/1 - 0s - 42ms/step - accuracy: 0.8000 - loss: 1.5060
Epoch 533/1000
1/1 - 0s - 58ms/step - accuracy: 0.9500 - loss: 0.1272
Epoch 534/1000
1/1 - 0s - 50ms/step - accuracy: 1.0000 - loss: 3.2138e-04
Epoch 535/1000
1/1 - 0s - 60ms/step - accuracy: 0.8500 - loss: 2.5776
Epoch 536/1000
1/1 - 0s - 47ms/step - accuracy: 0.9500 - loss: 0.0633
Epoch 537/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 0.0024
Epoch 538/1000
1/1 - 0s - 57ms/step - accuracy: 0.9500 - loss: 0.3852
Epoch 539/1000
1/1 - 0s - 143ms/step - accuracy: 0.9500 - loss: 0.3737
Epoch 540/1000
1/1 - 0s - 52ms/step - accuracy: 0.9500 - loss: 0.4296
Epoch 541/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0028
Epoch 542/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 3.0994e-07
Epoch 543/1000
1/1 - 0s - 48ms/step - accuracy: 1.0000 - loss: 2.7775e-06
Epoch 544/1000
1/1 - 0s - 54ms/step - accuracy: 0.9500 - loss: 0.9179
Epoch 545/1000
1/1 - 0s - 51ms/step - accuracy: 0.9500 - loss: 0.2548
Epoch 546/1000
1/1 - 0s - 48ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 547/1000
1/1 - 0s - 33ms/step - accuracy: 0.9500 - loss: 0.4524
Epoch 548/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.7047e-06
Epoch 549/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.9058e-05
Epoch 550/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.1723e-08
Epoch 551/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0011
Epoch 552/1000
1/1 - 0s - 37ms/step - accuracy: 1.0000 - loss: 0.0039
Epoch 553/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 9.5669e-04
Epoch 554/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 4.1723e-07
Epoch 555/1000
1/1 - 0s - 58ms/step - accuracy: 0.9500 - loss: 0.3053
Epoch 556/1000
1/1 - 0s - 65ms/step - accuracy: 1.0000 - loss: 0.0136
Epoch 557/1000
1/1 - 0s - 53ms/step - accuracy: 1.0000 - loss: 0.0048
Epoch 558/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 559/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.6629e-06
Epoch 560/1000
1/1 - 0s - 32ms/step - accuracy: 0.9500 - loss: 0.2829
Epoch 561/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 562/1000
1/1 - 0s - 57ms/step - accuracy: 0.9500 - loss: 0.5236
Epoch 563/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 5.7403e-04
Epoch 564/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 565/1000
1/1 - 0s - 60ms/step - accuracy: 0.9500 - loss: 0.1930
Epoch 566/1000
1/1 - 0s - 32ms/step - accuracy: 0.9500 - loss: 0.4886
Epoch 567/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 568/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 569/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 570/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 1.3113e-07
Epoch 571/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 1.9014e-06
Epoch 572/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 573/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 574/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 575/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 576/1000
1/1 - 0s - 44ms/step - accuracy: 1.0000 - loss: 2.9802e-08
Epoch 577/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 578/1000
1/1 - 0s - 58ms/step - accuracy: 0.9500 - loss: 0.7763
Epoch 579/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 580/1000
1/1 - 0s - 61ms/step - accuracy: 0.9500 - loss: 0.4601
Epoch 581/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 582/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 583/1000
1/1 - 0s - 34ms/step - accuracy: 0.9500 - loss: 0.0499
Epoch 584/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 585/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0228
Epoch 586/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 2.9802e-08
Epoch 587/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 9.7155e-07
Epoch 588/1000
1/1 - 0s - 59ms/step - accuracy: 0.9000 - loss: 0.4609
Epoch 589/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 590/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 591/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 592/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 2.9802e-08
Epoch 593/1000
1/1 - 0s - 57ms/step - accuracy: 0.9500 - loss: 0.4178
Epoch 594/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 595/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 596/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 597/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.1921e-08
Epoch 598/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 599/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 600/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 601/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 8.9407e-08
Epoch 602/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.2635e-04
Epoch 603/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 3.6168e-04
Epoch 604/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0053
Epoch 605/1000
1/1 - 0s - 59ms/step - accuracy: 0.9500 - loss: 0.0422
Epoch 606/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 607/1000
1/1 - 0s - 34ms/step - accuracy: 0.9500 - loss: 0.3500
Epoch 608/1000
1/1 - 0s - 37ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 609/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 610/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.1921e-07
Epoch 611/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 1.6150e-05
Epoch 612/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 613/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 6.4745e-04
Epoch 614/1000
1/1 - 0s - 36ms/step - accuracy: 0.9500 - loss: 1.4237
Epoch 615/1000
1/1 - 0s - 40ms/step - accuracy: 0.9500 - loss: 0.1645
Epoch 616/1000
1/1 - 0s - 39ms/step - accuracy: 1.0000 - loss: 0.0031
Epoch 617/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 1.7285e-07
Epoch 618/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.4305e-07
Epoch 619/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 620/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 621/1000
1/1 - 0s - 59ms/step - accuracy: 0.9500 - loss: 0.0918
Epoch 622/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.8477e-07
Epoch 623/1000
1/1 - 0s - 61ms/step - accuracy: 0.9500 - loss: 1.0429
Epoch 624/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 625/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 3.5763e-08
Epoch 626/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 627/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 628/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 629/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 8.9407e-08
Epoch 630/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 5.3644e-07
Epoch 631/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 632/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 2.3471e-04
Epoch 633/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 1.1921e-08
Epoch 634/1000
1/1 - 0s - 49ms/step - accuracy: 1.0000 - loss: 1.9669e-06
Epoch 635/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 636/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0320
Epoch 637/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 6.3486e-05
Epoch 638/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 2.8161e-05
Epoch 639/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 2.6106e-06
Epoch 640/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.9989e-04
Epoch 641/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 3.9218e-06
Epoch 642/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.9740e-04
Epoch 643/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 644/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 5.2770e-05
Epoch 645/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 646/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 8.9407e-08
Epoch 647/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 9.7155e-07
Epoch 648/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.2671e-05
Epoch 649/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 8.2665e-06
Epoch 650/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 3.5763e-08
Epoch 651/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 5.9008e-07
Epoch 652/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0127
Epoch 653/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 654/1000
1/1 - 0s - 38ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 655/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 656/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 657/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 658/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 6.3593e-05
Epoch 659/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 660/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 1.5497e-07
Epoch 661/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 662/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0033
Epoch 663/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 8.8810e-07
Epoch 664/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 665/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 3.1402e-05
Epoch 666/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 2.7239e-06
Epoch 667/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 4.6491e-07
Epoch 668/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.6883e-05
Epoch 669/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 670/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 671/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 4.7684e-08
Epoch 672/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 4.4225e-06
Epoch 673/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 2.0862e-07
Epoch 674/1000
1/1 - 0s - 53ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 675/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 676/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 677/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 678/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 679/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 680/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.7027e-06
Epoch 681/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.5590e-05
Epoch 682/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 683/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 684/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 5.1856e-07
Epoch 685/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 686/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 4.0477e-04
Epoch 687/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 688/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 689/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 690/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 691/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 0.0041
Epoch 692/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 693/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 2.3842e-08
Epoch 694/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 695/1000
1/1 - 0s - 42ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 696/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 2.9146e-06
Epoch 697/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.9861e-06
Epoch 698/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 699/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 700/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 701/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 702/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 4.1723e-08
Epoch 703/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 704/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 1.1921e-08
Epoch 705/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 1.1921e-08
Epoch 706/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 5.9605e-08
Epoch 707/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 708/1000
1/1 - 0s - 37ms/step - accuracy: 1.0000 - loss: 7.0329e-06
Epoch 709/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 710/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 711/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 9.6559e-07
Epoch 712/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 713/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 714/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 715/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 8.9406e-07
Epoch 716/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 717/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 718/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 719/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 720/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 721/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 722/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 723/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 6.7949e-07
Epoch 724/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 725/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 726/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 727/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0020
Epoch 728/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 729/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 730/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 731/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 2.3842e-08
Epoch 732/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 2.3842e-08
Epoch 733/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 734/1000
1/1 - 0s - 64ms/step - accuracy: 1.0000 - loss: 1.7881e-08
Epoch 735/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 736/1000
1/1 - 0s - 41ms/step - accuracy: 1.0000 - loss: 4.8280e-07
Epoch 737/1000
1/1 - 0s - 38ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 738/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 3.0695e-06
Epoch 739/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 740/1000
1/1 - 0s - 73ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 741/1000
1/1 - 0s - 53ms/step - accuracy: 1.0000 - loss: 3.0163e-05
Epoch 742/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 743/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 744/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 745/1000
1/1 - 0s - 65ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 746/1000
1/1 - 0s - 44ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 747/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 748/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 749/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 750/1000
1/1 - 0s - 44ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 751/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 6.5565e-08
Epoch 752/1000
1/1 - 0s - 47ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 753/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.5497e-07
Epoch 754/1000
1/1 - 0s - 69ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 755/1000
1/1 - 0s - 128ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 756/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.7881e-08
Epoch 757/1000
1/1 - 0s - 43ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 758/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 759/1000
1/1 - 0s - 45ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 760/1000
1/1 - 0s - 47ms/step - accuracy: 1.0000 - loss: 1.1921e-08
Epoch 761/1000
1/1 - 0s - 47ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 762/1000
1/1 - 0s - 48ms/step - accuracy: 1.0000 - loss: 7.6407e-06
Epoch 763/1000
1/1 - 0s - 47ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 764/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 765/1000
1/1 - 0s - 52ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 766/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 767/1000
1/1 - 0s - 48ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 768/1000
1/1 - 0s - 52ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 769/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 770/1000
1/1 - 0s - 53ms/step - accuracy: 1.0000 - loss: 2.3842e-08
Epoch 771/1000
1/1 - 0s - 71ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 772/1000
1/1 - 0s - 124ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 773/1000
1/1 - 0s - 46ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 774/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 775/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 4.8993e-06
Epoch 776/1000
1/1 - 0s - 64ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 777/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 778/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 779/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 780/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 781/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 2.1338e-06
Epoch 782/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 783/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 784/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 785/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 786/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 787/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 788/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 789/1000
1/1 - 0s - 69ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 790/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 791/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 792/1000
1/1 - 0s - 38ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 793/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 794/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 795/1000
1/1 - 0s - 41ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 796/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 797/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 798/1000
1/1 - 0s - 39ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 799/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 800/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 801/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 1.0192e-06
Epoch 802/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 803/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 804/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 805/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 806/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 807/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 808/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 809/1000
1/1 - 0s - 46ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 810/1000
1/1 - 0s - 220ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 811/1000
1/1 - 0s - 162ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 812/1000
1/1 - 0s - 136ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 813/1000
1/1 - 0s - 168ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 814/1000
1/1 - 0s - 135ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 815/1000
1/1 - 0s - 122ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 816/1000
1/1 - 0s - 86ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 817/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 818/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0135
Epoch 819/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 820/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 821/1000
1/1 - 0s - 159ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 822/1000
1/1 - 0s - 170ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 823/1000
1/1 - 0s - 291ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 824/1000
1/1 - 0s - 294ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 825/1000
1/1 - 0s - 86ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 826/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 827/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 828/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 829/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 830/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 4.5895e-07
Epoch 831/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 832/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 833/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 834/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 835/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 1.7881e-08
Epoch 836/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 837/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 838/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 839/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 840/1000
1/1 - 0s - 41ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 841/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 842/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 843/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 844/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 845/1000
1/1 - 0s - 67ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 846/1000
1/1 - 0s - 52ms/step - accuracy: 1.0000 - loss: 3.0170e-05
Epoch 847/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 848/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 849/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 850/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 3.5763e-08
Epoch 851/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 852/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 853/1000
1/1 - 0s - 64ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 854/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 855/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 2.3842e-07
Epoch 856/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 857/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 858/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 859/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 860/1000
1/1 - 0s - 66ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 861/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 862/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 863/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 864/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 865/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 866/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 867/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 868/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 869/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 4.7683e-07
Epoch 870/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 871/1000
1/1 - 0s - 53ms/step - accuracy: 1.0000 - loss: 5.3048e-07
Epoch 872/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 873/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 874/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 1.7881e-08
Epoch 875/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 876/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 877/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 878/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 9.5367e-08
Epoch 879/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 880/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 881/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 882/1000
1/1 - 0s - 64ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 883/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 3.5763e-08
Epoch 884/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 885/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 886/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 2.3842e-08
Epoch 887/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 888/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 3.5763e-08
Epoch 889/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 890/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 2.5034e-07
Epoch 891/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 892/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 893/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 894/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 895/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 896/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 897/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 898/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 899/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 900/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 901/1000
1/1 - 0s - 67ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 902/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 903/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 904/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 905/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 906/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 907/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 908/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 1.1921e-08
Epoch 909/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 910/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 911/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 912/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 913/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 914/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 915/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 916/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 917/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 918/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 919/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 920/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 921/1000
1/1 - 0s - 31ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 922/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 923/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 924/1000
1/1 - 0s - 52ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 925/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 926/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 927/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 928/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 929/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 930/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 931/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 932/1000
1/1 - 0s - 37ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 933/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 934/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 935/1000
1/1 - 0s - 62ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 936/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 1.0729e-07
Epoch 937/1000
1/1 - 0s - 61ms/step - accuracy: 1.0000 - loss: 4.7087e-07
Epoch 938/1000
1/1 - 0s - 56ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 939/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 940/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 941/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 942/1000
1/1 - 0s - 43ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 943/1000
1/1 - 0s - 54ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 944/1000
1/1 - 0s - 54ms/step - accuracy: 1.0000 - loss: 8.3446e-08
Epoch 945/1000
1/1 - 0s - 132ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 946/1000
1/1 - 0s - 47ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 947/1000
1/1 - 0s - 44ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 948/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 949/1000
1/1 - 0s - 55ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 950/1000
1/1 - 0s - 43ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 951/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 952/1000
1/1 - 0s - 270ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 953/1000
1/1 - 0s - 235ms/step - accuracy: 1.0000 - loss: 9.6663e-05
Epoch 954/1000
1/1 - 0s - 198ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 955/1000
1/1 - 0s - 48ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 956/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 957/1000
1/1 - 0s - 51ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 958/1000
1/1 - 0s - 50ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 959/1000
1/1 - 0s - 46ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 960/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 4.5618e-05
Epoch 961/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 962/1000
1/1 - 0s - 201ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 963/1000
1/1 - 0s - 295ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 964/1000
1/1 - 0s - 191ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 965/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 966/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 967/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 968/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 969/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 970/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 971/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 972/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 1.0073e-06
Epoch 973/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 974/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 975/1000
1/1 - 0s - 37ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 976/1000
1/1 - 0s - 57ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 977/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 4.7684e-08
Epoch 978/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 2.5034e-07
Epoch 979/1000
1/1 - 0s - 34ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 980/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 981/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 982/1000
1/1 - 0s - 44ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 983/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 984/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 985/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 986/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 987/1000
1/1 - 0s - 32ms/step - accuracy: 1.0000 - loss: 5.9605e-09
Epoch 988/1000
1/1 - 0s - 60ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 989/1000
1/1 - 0s - 36ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 990/1000
1/1 - 0s - 63ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 991/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 992/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 1.1921e-08
Epoch 993/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 994/1000
1/1 - 0s - 35ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 995/1000
1/1 - 0s - 58ms/step - accuracy: 1.0000 - loss: 2.3842e-08
Epoch 996/1000
1/1 - 0s - 33ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 997/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 998/1000
1/1 - 0s - 59ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 999/1000
1/1 - 0s - 38ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Epoch 1000/1000
1/1 - 0s - 37ms/step - accuracy: 1.0000 - loss: 0.0000e+00
Out[ ]:
<keras.src.callbacks.history.History at 0x7cbfed130910>
In [ ]:
from google.colab import files
uploaded = files.upload()
Upload widget is only available when the cell has been executed in the current browser session. Please rerun this cell to enable. 
Saving test_smile.png to test_smile.png
In [ ]:
from PIL import Image
import numpy as np

# Load the uploaded image
img = Image.open('test_smile.png').convert('1')


# Convert to numpy array and normalize
img_array = np.array(img) / 255.0

# Flatten to match ANN input shape
img_flat = img_array.reshape(1, -1)  # shape: (1, 4096)

print(img_flat.shape)  # Should be (1, 4096)

(1, 4096)
In [ ]:
prediction = model.predict(img_flat)
print(prediction)

predicted_class = np.argmax(prediction, axis=1)[0]
if predicted_class == 1:
    print("Predicted: Smiling 😊")
else:
    print("Predicted: Neutral 😐")

1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 481ms/step
[[0.51983917 0.4801608 ]]
Predicted: Neutral 😐