Multilayer binary classifier#
Deeper binary classification for or comparison with Binary classification using Keras (shallow).
1raise SystemExit("Stop right there!");
An exception has occurred, use %tb to see the full traceback.
SystemExit: Stop right there!
Importing libraries and packages#
1# System
2import os
3
4# Mathematical operations and data manipulation
5import pandas as pd
6
7# Modelling
8from tensorflow.keras.models import Sequential
9from tensorflow.keras.layers import Dense
10
11# Plotting
12import matplotlib.pyplot as plt
13
14%matplotlib inline
1os.environ["TF_CPP_MIN_LOG_LEVEL"] = "2"
Set paths#
1# Path to datasets directory
2data_path = "./datasets"
3# Path to assets directory (for saving results to)
4assets_path = "./assets"
Loading dataset#
1dataset = pd.read_csv(f"{data_path}/data.csv")
1dataset.head()
| label | x1 | x2 | |
|---|---|---|---|
| 0 | 1 | 2.6487 | 4.5192 |
| 1 | 1 | 1.5438 | 2.4443 |
| 2 | 1 | 1.8990 | 4.2409 |
| 3 | 1 | 2.4711 | 5.8097 |
| 4 | 1 | 3.3590 | 6.4423 |
The data has three columns. x1 and x2 are the features, and the label column contains the labels 0 or 1.
Exploring dataset#
1plt.scatter(
2 dataset[dataset["label"] == 0]["x1"],
3 dataset[dataset["label"] == 0]["x2"],
4 marker="*",
5)
6plt.scatter(
7 dataset[dataset["label"] == 1]["x1"],
8 dataset[dataset["label"] == 1]["x2"],
9 marker="<",
10)
<matplotlib.collections.PathCollection at 0x7fdba2475190>
Training of the network#
1# Split into features and labels. Convert values at the end into
2# matrix format
3x_input = dataset[["x1", "x2"]].values
4y_label = dataset[["label"]].values
1# Building the Sequential model
2model = Sequential()
3model.add(Dense(units=50, input_dim=2, activation="relu"))
4model.add(Dense(units=20, activation="relu"))
5model.add(Dense(units=1, input_dim=2, activation="sigmoid"))
1# Providing the training parameters using the compile method
2model.compile(
3 optimizer="adam", loss="binary_crossentropy", metrics=["accuracy"]
4)
1# Inspecting the model configuration using the summary function
2model.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense (Dense) (None, 50) 150
_________________________________________________________________
dense_1 (Dense) (None, 20) 1020
_________________________________________________________________
dense_2 (Dense) (None, 1) 21
=================================================================
Total params: 1,191
Trainable params: 1,191
Non-trainable params: 0
_________________________________________________________________
1# Training the model by calling the fit() method
2model.fit(x_input, y_label, epochs=1000)
Epoch 1/1000
1/1 [==============================] - 1s 524ms/step - loss: 0.6365 - accuracy: 0.5714
Epoch 2/1000
1/1 [==============================] - 0s 68ms/step - loss: 0.6143 - accuracy: 0.5714
Epoch 3/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.5948 - accuracy: 0.5714
Epoch 4/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.5778 - accuracy: 0.5714
Epoch 5/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.5622 - accuracy: 0.5714
Epoch 6/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.5472 - accuracy: 0.5714
Epoch 7/1000
1/1 [==============================] - 0s 233ms/step - loss: 0.5328 - accuracy: 0.6667
Epoch 8/1000
1/1 [==============================] - 0s 34ms/step - loss: 0.5187 - accuracy: 0.6667
Epoch 9/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.5049 - accuracy: 0.7619
Epoch 10/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.4914 - accuracy: 0.8571
Epoch 11/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.4782 - accuracy: 0.9524
Epoch 12/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.4654 - accuracy: 1.0000
Epoch 13/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4533 - accuracy: 1.0000
Epoch 14/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.4417 - accuracy: 1.0000
Epoch 15/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.4308 - accuracy: 1.0000
Epoch 16/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.4205 - accuracy: 1.0000
Epoch 17/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4107 - accuracy: 1.0000
Epoch 18/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.4013 - accuracy: 1.0000
Epoch 19/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.3922 - accuracy: 1.0000
Epoch 20/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.3833 - accuracy: 1.0000
Epoch 21/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3747 - accuracy: 1.0000
Epoch 22/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.3664 - accuracy: 1.0000
Epoch 23/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.3583 - accuracy: 1.0000
Epoch 24/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.3503 - accuracy: 1.0000
Epoch 25/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.3426 - accuracy: 1.0000
Epoch 26/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.3352 - accuracy: 1.0000
Epoch 27/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.3280 - accuracy: 1.0000
Epoch 28/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.3210 - accuracy: 1.0000
Epoch 29/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.3142 - accuracy: 1.0000
Epoch 30/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.3076 - accuracy: 1.0000
Epoch 31/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3012 - accuracy: 1.0000
Epoch 32/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.2948 - accuracy: 1.0000
Epoch 33/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2886 - accuracy: 1.0000
Epoch 34/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.2825 - accuracy: 1.0000
Epoch 35/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.2765 - accuracy: 1.0000
Epoch 36/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2707 - accuracy: 1.0000
Epoch 37/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.2650 - accuracy: 1.0000
Epoch 38/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.2594 - accuracy: 1.0000
Epoch 39/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.2539 - accuracy: 1.0000
Epoch 40/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2486 - accuracy: 1.0000
Epoch 41/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2434 - accuracy: 1.0000
Epoch 42/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.2382 - accuracy: 1.0000
Epoch 43/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.2332 - accuracy: 1.0000
Epoch 44/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.2283 - accuracy: 1.0000
Epoch 45/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2235 - accuracy: 1.0000
Epoch 46/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.2188 - accuracy: 1.0000
Epoch 47/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2142 - accuracy: 1.0000
Epoch 48/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.2096 - accuracy: 1.0000
Epoch 49/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.2052 - accuracy: 1.0000
Epoch 50/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.2008 - accuracy: 1.0000
Epoch 51/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1965 - accuracy: 1.0000
Epoch 52/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1923 - accuracy: 1.0000
Epoch 53/1000
1/1 [==============================] - 0s 36ms/step - loss: 0.1882 - accuracy: 1.0000
Epoch 54/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.1841 - accuracy: 1.0000
Epoch 55/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1801 - accuracy: 1.0000
Epoch 56/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.1762 - accuracy: 1.0000
Epoch 57/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.1724 - accuracy: 1.0000
Epoch 58/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.1686 - accuracy: 1.0000
Epoch 59/1000
1/1 [==============================] - 0s 26ms/step - loss: 0.1650 - accuracy: 1.0000
Epoch 60/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.1614 - accuracy: 1.0000
Epoch 61/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.1579 - accuracy: 1.0000
Epoch 62/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.1544 - accuracy: 1.0000
Epoch 63/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.1510 - accuracy: 1.0000
Epoch 64/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.1476 - accuracy: 1.0000
Epoch 65/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1443 - accuracy: 1.0000
Epoch 66/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.1411 - accuracy: 1.0000
Epoch 67/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.1379 - accuracy: 1.0000
Epoch 68/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.1348 - accuracy: 1.0000
Epoch 69/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.1318 - accuracy: 1.0000
Epoch 70/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.1289 - accuracy: 1.0000
Epoch 71/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.1260 - accuracy: 1.0000
Epoch 72/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.1231 - accuracy: 1.0000
Epoch 73/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.1204 - accuracy: 1.0000
Epoch 74/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.1176 - accuracy: 1.0000
Epoch 75/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.1150 - accuracy: 1.0000
Epoch 76/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1124 - accuracy: 1.0000
Epoch 77/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.1099 - accuracy: 1.0000
Epoch 78/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.1074 - accuracy: 1.0000
Epoch 79/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.1050 - accuracy: 1.0000
Epoch 80/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.1026 - accuracy: 1.0000
Epoch 81/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.1003 - accuracy: 1.0000
Epoch 82/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0981 - accuracy: 1.0000
Epoch 83/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0959 - accuracy: 1.0000
Epoch 84/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0937 - accuracy: 1.0000
Epoch 85/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0916 - accuracy: 1.0000
Epoch 86/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0896 - accuracy: 1.0000
Epoch 87/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0876 - accuracy: 1.0000
Epoch 88/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0857 - accuracy: 1.0000
Epoch 89/1000
1/1 [==============================] - 0s 25ms/step - loss: 0.0839 - accuracy: 1.0000
Epoch 90/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0820 - accuracy: 1.0000
Epoch 91/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0803 - accuracy: 1.0000
Epoch 92/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0786 - accuracy: 1.0000
Epoch 93/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0769 - accuracy: 1.0000
Epoch 94/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0753 - accuracy: 1.0000
Epoch 95/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0737 - accuracy: 1.0000
Epoch 96/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0722 - accuracy: 1.0000
Epoch 97/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0707 - accuracy: 1.0000
Epoch 98/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0693 - accuracy: 1.0000
Epoch 99/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0680 - accuracy: 1.0000
Epoch 100/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0666 - accuracy: 1.0000
Epoch 101/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0654 - accuracy: 1.0000
Epoch 102/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0641 - accuracy: 1.0000
Epoch 103/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0629 - accuracy: 1.0000
Epoch 104/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0617 - accuracy: 1.0000
Epoch 105/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0606 - accuracy: 1.0000
Epoch 106/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0594 - accuracy: 1.0000
Epoch 107/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0583 - accuracy: 1.0000
Epoch 108/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0572 - accuracy: 1.0000
Epoch 109/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0560 - accuracy: 1.0000
Epoch 110/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0549 - accuracy: 1.0000
Epoch 111/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0537 - accuracy: 1.0000
Epoch 112/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0524 - accuracy: 1.0000
Epoch 113/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0511 - accuracy: 1.0000
Epoch 114/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0497 - accuracy: 1.0000
Epoch 115/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0484 - accuracy: 1.0000
Epoch 116/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0472 - accuracy: 1.0000
Epoch 117/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0459 - accuracy: 1.0000
Epoch 118/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0447 - accuracy: 1.0000
Epoch 119/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0435 - accuracy: 1.0000
Epoch 120/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0423 - accuracy: 1.0000
Epoch 121/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0412 - accuracy: 1.0000
Epoch 122/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0402 - accuracy: 1.0000
Epoch 123/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0392 - accuracy: 1.0000
Epoch 124/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0384 - accuracy: 1.0000
Epoch 125/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0377 - accuracy: 1.0000
Epoch 126/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0370 - accuracy: 1.0000
Epoch 127/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0363 - accuracy: 1.0000
Epoch 128/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0356 - accuracy: 1.0000
Epoch 129/1000
1/1 [==============================] - 0s 32ms/step - loss: 0.0349 - accuracy: 1.0000
Epoch 130/1000
1/1 [==============================] - 0s 29ms/step - loss: 0.0342 - accuracy: 1.0000
Epoch 131/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0336 - accuracy: 1.0000
Epoch 132/1000
1/1 [==============================] - 0s 26ms/step - loss: 0.0330 - accuracy: 1.0000
Epoch 133/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0323 - accuracy: 1.0000
Epoch 134/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0318 - accuracy: 1.0000
Epoch 135/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0312 - accuracy: 1.0000
Epoch 136/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0306 - accuracy: 1.0000
Epoch 137/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0301 - accuracy: 1.0000
Epoch 138/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0295 - accuracy: 1.0000
Epoch 139/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0290 - accuracy: 1.0000
Epoch 140/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0285 - accuracy: 1.0000
Epoch 141/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0280 - accuracy: 1.0000
Epoch 142/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0275 - accuracy: 1.0000
Epoch 143/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0270 - accuracy: 1.0000
Epoch 144/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0266 - accuracy: 1.0000
Epoch 145/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0261 - accuracy: 1.0000
Epoch 146/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0257 - accuracy: 1.0000
Epoch 147/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0252 - accuracy: 1.0000
Epoch 148/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0248 - accuracy: 1.0000
Epoch 149/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0244 - accuracy: 1.0000
Epoch 150/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0240 - accuracy: 1.0000
Epoch 151/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0236 - accuracy: 1.0000
Epoch 152/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0233 - accuracy: 1.0000
Epoch 153/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0229 - accuracy: 1.0000
Epoch 154/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0225 - accuracy: 1.0000
Epoch 155/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0222 - accuracy: 1.0000
Epoch 156/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0218 - accuracy: 1.0000
Epoch 157/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0215 - accuracy: 1.0000
Epoch 158/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0212 - accuracy: 1.0000
Epoch 159/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0208 - accuracy: 1.0000
Epoch 160/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0205 - accuracy: 1.0000
Epoch 161/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0202 - accuracy: 1.0000
Epoch 162/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0199 - accuracy: 1.0000
Epoch 163/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0196 - accuracy: 1.0000
Epoch 164/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0193 - accuracy: 1.0000
Epoch 165/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0191 - accuracy: 1.0000
Epoch 166/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0188 - accuracy: 1.0000
Epoch 167/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0185 - accuracy: 1.0000
Epoch 168/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0183 - accuracy: 1.0000
Epoch 169/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0180 - accuracy: 1.0000
Epoch 170/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0177 - accuracy: 1.0000
Epoch 171/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0175 - accuracy: 1.0000
Epoch 172/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0172 - accuracy: 1.0000
Epoch 173/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0170 - accuracy: 1.0000
Epoch 174/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0168 - accuracy: 1.0000
Epoch 175/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0166 - accuracy: 1.0000
Epoch 176/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0163 - accuracy: 1.0000
Epoch 177/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0161 - accuracy: 1.0000
Epoch 178/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0159 - accuracy: 1.0000
Epoch 179/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0157 - accuracy: 1.0000
Epoch 180/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0155 - accuracy: 1.0000
Epoch 181/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0153 - accuracy: 1.0000
Epoch 182/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0151 - accuracy: 1.0000
Epoch 183/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0149 - accuracy: 1.0000
Epoch 184/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0147 - accuracy: 1.0000
Epoch 185/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0145 - accuracy: 1.0000
Epoch 186/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0143 - accuracy: 1.0000
Epoch 187/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0141 - accuracy: 1.0000
Epoch 188/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0140 - accuracy: 1.0000
Epoch 189/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0138 - accuracy: 1.0000
Epoch 190/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0136 - accuracy: 1.0000
Epoch 191/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0134 - accuracy: 1.0000
Epoch 192/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0133 - accuracy: 1.0000
Epoch 193/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0131 - accuracy: 1.0000
Epoch 194/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0130 - accuracy: 1.0000
Epoch 195/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0128 - accuracy: 1.0000
Epoch 196/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0126 - accuracy: 1.0000
Epoch 197/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0125 - accuracy: 1.0000
Epoch 198/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0123 - accuracy: 1.0000
Epoch 199/1000
1/1 [==============================] - 0s 31ms/step - loss: 0.0122 - accuracy: 1.0000
Epoch 200/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0121 - accuracy: 1.0000
Epoch 201/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0119 - accuracy: 1.0000
Epoch 202/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0118 - accuracy: 1.0000
Epoch 203/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0116 - accuracy: 1.0000
Epoch 204/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0115 - accuracy: 1.0000
Epoch 205/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0114 - accuracy: 1.0000
Epoch 206/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0113 - accuracy: 1.0000
Epoch 207/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0111 - accuracy: 1.0000
Epoch 208/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0110 - accuracy: 1.0000
Epoch 209/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0109 - accuracy: 1.0000
Epoch 210/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0108 - accuracy: 1.0000
Epoch 211/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0106 - accuracy: 1.0000
Epoch 212/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0105 - accuracy: 1.0000
Epoch 213/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0104 - accuracy: 1.0000
Epoch 214/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0103 - accuracy: 1.0000
Epoch 215/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0102 - accuracy: 1.0000
Epoch 216/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0101 - accuracy: 1.0000
Epoch 217/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0100 - accuracy: 1.0000
Epoch 218/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0099 - accuracy: 1.0000
Epoch 219/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0098 - accuracy: 1.0000
Epoch 220/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0097 - accuracy: 1.0000
Epoch 221/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0096 - accuracy: 1.0000
Epoch 222/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0095 - accuracy: 1.0000
Epoch 223/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0094 - accuracy: 1.0000
Epoch 224/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0093 - accuracy: 1.0000
Epoch 225/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0092 - accuracy: 1.0000
Epoch 226/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0091 - accuracy: 1.0000
Epoch 227/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0090 - accuracy: 1.0000
Epoch 228/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0089 - accuracy: 1.0000
Epoch 229/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0088 - accuracy: 1.0000
Epoch 230/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0087 - accuracy: 1.0000
Epoch 231/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0086 - accuracy: 1.0000
Epoch 232/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0085 - accuracy: 1.0000
Epoch 233/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0085 - accuracy: 1.0000
Epoch 234/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0084 - accuracy: 1.0000
Epoch 235/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0083 - accuracy: 1.0000
Epoch 236/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0082 - accuracy: 1.0000
Epoch 237/1000
1/1 [==============================] - 0s 35ms/step - loss: 0.0081 - accuracy: 1.0000
Epoch 238/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0080 - accuracy: 1.0000
Epoch 239/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0080 - accuracy: 1.0000
Epoch 240/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0079 - accuracy: 1.0000
Epoch 241/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0078 - accuracy: 1.0000
Epoch 242/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0077 - accuracy: 1.0000
Epoch 243/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0077 - accuracy: 1.0000
Epoch 244/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0076 - accuracy: 1.0000
Epoch 245/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0075 - accuracy: 1.0000
Epoch 246/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0075 - accuracy: 1.0000
Epoch 247/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0074 - accuracy: 1.0000
Epoch 248/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0073 - accuracy: 1.0000
Epoch 249/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0073 - accuracy: 1.0000
Epoch 250/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0072 - accuracy: 1.0000
Epoch 251/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0071 - accuracy: 1.0000
Epoch 252/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0071 - accuracy: 1.0000
Epoch 253/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0070 - accuracy: 1.0000
Epoch 254/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0069 - accuracy: 1.0000
Epoch 255/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0069 - accuracy: 1.0000
Epoch 256/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0068 - accuracy: 1.0000
Epoch 257/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0067 - accuracy: 1.0000
Epoch 258/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0067 - accuracy: 1.0000
Epoch 259/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0066 - accuracy: 1.0000
Epoch 260/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0066 - accuracy: 1.0000
Epoch 261/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0065 - accuracy: 1.0000
Epoch 262/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0065 - accuracy: 1.0000
Epoch 263/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0064 - accuracy: 1.0000
Epoch 264/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0063 - accuracy: 1.0000
Epoch 265/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0063 - accuracy: 1.0000
Epoch 266/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0062 - accuracy: 1.0000
Epoch 267/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0062 - accuracy: 1.0000
Epoch 268/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0061 - accuracy: 1.0000
Epoch 269/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0061 - accuracy: 1.0000
Epoch 270/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0060 - accuracy: 1.0000
Epoch 271/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0060 - accuracy: 1.0000
Epoch 272/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0059 - accuracy: 1.0000
Epoch 273/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0059 - accuracy: 1.0000
Epoch 274/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.0058 - accuracy: 1.0000
Epoch 275/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0058 - accuracy: 1.0000
Epoch 276/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0057 - accuracy: 1.0000
Epoch 277/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0057 - accuracy: 1.0000
Epoch 278/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0056 - accuracy: 1.0000
Epoch 279/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0056 - accuracy: 1.0000
Epoch 280/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0055 - accuracy: 1.0000
Epoch 281/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0055 - accuracy: 1.0000
Epoch 282/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0055 - accuracy: 1.0000
Epoch 283/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0054 - accuracy: 1.0000
Epoch 284/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0054 - accuracy: 1.0000
Epoch 285/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0053 - accuracy: 1.0000
Epoch 286/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0053 - accuracy: 1.0000
Epoch 287/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0052 - accuracy: 1.0000
Epoch 288/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0052 - accuracy: 1.0000
Epoch 289/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0052 - accuracy: 1.0000
Epoch 290/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0051 - accuracy: 1.0000
Epoch 291/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0051 - accuracy: 1.0000
Epoch 292/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0050 - accuracy: 1.0000
Epoch 293/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0050 - accuracy: 1.0000
Epoch 294/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0050 - accuracy: 1.0000
Epoch 295/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0049 - accuracy: 1.0000
Epoch 296/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0049 - accuracy: 1.0000
Epoch 297/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0049 - accuracy: 1.0000
Epoch 298/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0048 - accuracy: 1.0000
Epoch 299/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0048 - accuracy: 1.0000
Epoch 300/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0047 - accuracy: 1.0000
Epoch 301/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0047 - accuracy: 1.0000
Epoch 302/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0047 - accuracy: 1.0000
Epoch 303/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0046 - accuracy: 1.0000
Epoch 304/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0046 - accuracy: 1.0000
Epoch 305/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0046 - accuracy: 1.0000
Epoch 306/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0045 - accuracy: 1.0000
Epoch 307/1000
1/1 [==============================] - 0s 31ms/step - loss: 0.0045 - accuracy: 1.0000
Epoch 308/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0045 - accuracy: 1.0000
Epoch 309/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0044 - accuracy: 1.0000
Epoch 310/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0044 - accuracy: 1.0000
Epoch 311/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0044 - accuracy: 1.0000
Epoch 312/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0043 - accuracy: 1.0000
Epoch 313/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0043 - accuracy: 1.0000
Epoch 314/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0043 - accuracy: 1.0000
Epoch 315/1000
1/1 [==============================] - 0s 27ms/step - loss: 0.0043 - accuracy: 1.0000
Epoch 316/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0042 - accuracy: 1.0000
Epoch 317/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0042 - accuracy: 1.0000
Epoch 318/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0042 - accuracy: 1.0000
Epoch 319/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0041 - accuracy: 1.0000
Epoch 320/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0041 - accuracy: 1.0000
Epoch 321/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0041 - accuracy: 1.0000
Epoch 322/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0040 - accuracy: 1.0000
Epoch 323/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0040 - accuracy: 1.0000
Epoch 324/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0040 - accuracy: 1.0000
Epoch 325/1000
1/1 [==============================] - 0s 2ms/step - loss: 0.0040 - accuracy: 1.0000
Epoch 326/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0039 - accuracy: 1.0000
Epoch 327/1000
1/1 [==============================] - 0s 2ms/step - loss: 0.0039 - accuracy: 1.0000
Epoch 328/1000
1/1 [==============================] - 0s 2ms/step - loss: 0.0039 - accuracy: 1.0000
Epoch 329/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0039 - accuracy: 1.0000
Epoch 330/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0038 - accuracy: 1.0000
Epoch 331/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0038 - accuracy: 1.0000
Epoch 332/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 1.0000
Epoch 333/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0038 - accuracy: 1.0000
Epoch 334/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0037 - accuracy: 1.0000
Epoch 335/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0037 - accuracy: 1.0000
Epoch 336/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0037 - accuracy: 1.0000
Epoch 337/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0037 - accuracy: 1.0000
Epoch 338/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0036 - accuracy: 1.0000
Epoch 339/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0036 - accuracy: 1.0000
Epoch 340/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0036 - accuracy: 1.0000
Epoch 341/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0036 - accuracy: 1.0000
Epoch 342/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0035 - accuracy: 1.0000
Epoch 343/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0035 - accuracy: 1.0000
Epoch 344/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0035 - accuracy: 1.0000
Epoch 345/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0035 - accuracy: 1.0000
Epoch 346/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0034 - accuracy: 1.0000
Epoch 347/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0034 - accuracy: 1.0000
Epoch 348/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0034 - accuracy: 1.0000
Epoch 349/1000
1/1 [==============================] - 0s 33ms/step - loss: 0.0034 - accuracy: 1.0000
Epoch 350/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0034 - accuracy: 1.0000
Epoch 351/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 1.0000
Epoch 352/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0033 - accuracy: 1.0000
Epoch 353/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.0033 - accuracy: 1.0000
Epoch 354/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0033 - accuracy: 1.0000
Epoch 355/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0033 - accuracy: 1.0000
Epoch 356/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0032 - accuracy: 1.0000
Epoch 357/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 1.0000
Epoch 358/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0032 - accuracy: 1.0000
Epoch 359/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0032 - accuracy: 1.0000
Epoch 360/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0032 - accuracy: 1.0000
Epoch 361/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0031 - accuracy: 1.0000
Epoch 362/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0031 - accuracy: 1.0000
Epoch 363/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0031 - accuracy: 1.0000
Epoch 364/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0031 - accuracy: 1.0000
Epoch 365/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0031 - accuracy: 1.0000
Epoch 366/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0030 - accuracy: 1.0000
Epoch 367/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0030 - accuracy: 1.0000
Epoch 368/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0030 - accuracy: 1.0000
Epoch 369/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0030 - accuracy: 1.0000
Epoch 370/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0030 - accuracy: 1.0000
Epoch 371/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0030 - accuracy: 1.0000
Epoch 372/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0029 - accuracy: 1.0000
Epoch 373/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0029 - accuracy: 1.0000
Epoch 374/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0029 - accuracy: 1.0000
Epoch 375/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0029 - accuracy: 1.0000
Epoch 376/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0029 - accuracy: 1.0000
Epoch 377/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0029 - accuracy: 1.0000
Epoch 378/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0028 - accuracy: 1.0000
Epoch 379/1000
1/1 [==============================] - 0s 2ms/step - loss: 0.0028 - accuracy: 1.0000
Epoch 380/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0028 - accuracy: 1.0000
Epoch 381/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0028 - accuracy: 1.0000
Epoch 382/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0028 - accuracy: 1.0000
Epoch 383/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0028 - accuracy: 1.0000
Epoch 384/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0027 - accuracy: 1.0000
Epoch 385/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0027 - accuracy: 1.0000
Epoch 386/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0027 - accuracy: 1.0000
Epoch 387/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0027 - accuracy: 1.0000
Epoch 388/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0027 - accuracy: 1.0000
Epoch 389/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0027 - accuracy: 1.0000
Epoch 390/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0026 - accuracy: 1.0000
Epoch 391/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0026 - accuracy: 1.0000
Epoch 392/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0026 - accuracy: 1.0000
Epoch 393/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0026 - accuracy: 1.0000
Epoch 394/1000
1/1 [==============================] - 0s 45ms/step - loss: 0.0026 - accuracy: 1.0000
Epoch 395/1000
1/1 [==============================] - 0s 26ms/step - loss: 0.0026 - accuracy: 1.0000
Epoch 396/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0026 - accuracy: 1.0000
Epoch 397/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 398/1000
1/1 [==============================] - 0s 23ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 399/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 400/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 401/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 402/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 403/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 404/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 405/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 406/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 407/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 408/1000
1/1 [==============================] - 0s 35ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 409/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 410/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 411/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 412/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 413/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 414/1000
1/1 [==============================] - 0s 32ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 415/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 416/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 417/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 418/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 419/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 420/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 421/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 422/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 423/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 424/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 425/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 426/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 427/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 428/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 429/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 430/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 431/1000
1/1 [==============================] - 0s 36ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 432/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 433/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 434/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 435/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 436/1000
1/1 [==============================] - 0s 55ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 437/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 438/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 439/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 440/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 441/1000
1/1 [==============================] - 0s 31ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 442/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 443/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 444/1000
1/1 [==============================] - 0s 60ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 445/1000
1/1 [==============================] - 0s 29ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 446/1000
1/1 [==============================] - 0s 23ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 447/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 448/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 449/1000
1/1 [==============================] - 0s 43ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 450/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 451/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 452/1000
1/1 [==============================] - 0s 34ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 453/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 454/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 455/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 456/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 457/1000
1/1 [==============================] - 0s 39ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 458/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 459/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 460/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 461/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 462/1000
1/1 [==============================] - 0s 32ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 463/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 464/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 465/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 466/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 467/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 468/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 469/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 470/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 471/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 472/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 473/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 474/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 475/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 476/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 477/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 478/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 479/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 480/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 481/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 482/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 483/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 484/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 485/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 486/1000
1/1 [==============================] - 0s 23ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 487/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 488/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 489/1000
1/1 [==============================] - 0s 30ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 490/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 491/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 492/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 493/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 494/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 495/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 496/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 497/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 498/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 499/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 500/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 501/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 502/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 503/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 504/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 505/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 506/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 507/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 508/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 509/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 510/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 511/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 512/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 513/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 514/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 515/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 516/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 517/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 518/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 519/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 520/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 521/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 522/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 523/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 524/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 525/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 526/1000
1/1 [==============================] - 0s 34ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 527/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 528/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 529/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 530/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 531/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 532/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 533/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 534/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 535/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 536/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 537/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 538/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 539/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 540/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 541/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 542/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 543/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 544/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 545/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 546/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 547/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 548/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 549/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 550/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 551/1000
1/1 [==============================] - 0s 23ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 552/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 553/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 554/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 555/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 556/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 557/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 558/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 559/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 560/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 561/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 562/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 563/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 564/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 565/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 566/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 567/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 568/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 569/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 570/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 571/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 572/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 573/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 574/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 575/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 576/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 577/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 578/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 579/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 580/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 581/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 582/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 583/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 584/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 585/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 586/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 587/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 588/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 589/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 590/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 591/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 592/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 593/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 594/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 595/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 596/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 597/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 598/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 599/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 600/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 601/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 602/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 603/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 604/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 605/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 606/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 607/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 608/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 609/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 610/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 611/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 612/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.9736e-04 - accuracy: 1.0000
Epoch 613/1000
1/1 [==============================] - 0s 26ms/step - loss: 9.9387e-04 - accuracy: 1.0000
Epoch 614/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.9040e-04 - accuracy: 1.0000
Epoch 615/1000
1/1 [==============================] - 0s 11ms/step - loss: 9.8694e-04 - accuracy: 1.0000
Epoch 616/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.8351e-04 - accuracy: 1.0000
Epoch 617/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.8008e-04 - accuracy: 1.0000
Epoch 618/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.7668e-04 - accuracy: 1.0000
Epoch 619/1000
1/1 [==============================] - 0s 13ms/step - loss: 9.7329e-04 - accuracy: 1.0000
Epoch 620/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.6992e-04 - accuracy: 1.0000
Epoch 621/1000
1/1 [==============================] - 0s 5ms/step - loss: 9.6657e-04 - accuracy: 1.0000
Epoch 622/1000
1/1 [==============================] - 0s 11ms/step - loss: 9.6323e-04 - accuracy: 1.0000
Epoch 623/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.5991e-04 - accuracy: 1.0000
Epoch 624/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.5661e-04 - accuracy: 1.0000
Epoch 625/1000
1/1 [==============================] - 0s 3ms/step - loss: 9.5332e-04 - accuracy: 1.0000
Epoch 626/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.5006e-04 - accuracy: 1.0000
Epoch 627/1000
1/1 [==============================] - 0s 16ms/step - loss: 9.4680e-04 - accuracy: 1.0000
Epoch 628/1000
1/1 [==============================] - 0s 9ms/step - loss: 9.4357e-04 - accuracy: 1.0000
Epoch 629/1000
1/1 [==============================] - 0s 18ms/step - loss: 9.4035e-04 - accuracy: 1.0000
Epoch 630/1000
1/1 [==============================] - 0s 3ms/step - loss: 9.3714e-04 - accuracy: 1.0000
Epoch 631/1000
1/1 [==============================] - 0s 13ms/step - loss: 9.3396e-04 - accuracy: 1.0000
Epoch 632/1000
1/1 [==============================] - 0s 9ms/step - loss: 9.3078e-04 - accuracy: 1.0000
Epoch 633/1000
1/1 [==============================] - 0s 20ms/step - loss: 9.2763e-04 - accuracy: 1.0000
Epoch 634/1000
1/1 [==============================] - 0s 3ms/step - loss: 9.2449e-04 - accuracy: 1.0000
Epoch 635/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.2136e-04 - accuracy: 1.0000
Epoch 636/1000
1/1 [==============================] - 0s 3ms/step - loss: 9.1825e-04 - accuracy: 1.0000
Epoch 637/1000
1/1 [==============================] - 0s 5ms/step - loss: 9.1516e-04 - accuracy: 1.0000
Epoch 638/1000
1/1 [==============================] - 0s 9ms/step - loss: 9.1208e-04 - accuracy: 1.0000
Epoch 639/1000
1/1 [==============================] - 0s 5ms/step - loss: 9.0902e-04 - accuracy: 1.0000
Epoch 640/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.0597e-04 - accuracy: 1.0000
Epoch 641/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.0293e-04 - accuracy: 1.0000
Epoch 642/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.9992e-04 - accuracy: 1.0000
Epoch 643/1000
1/1 [==============================] - 0s 4ms/step - loss: 8.9692e-04 - accuracy: 1.0000
Epoch 644/1000
1/1 [==============================] - 0s 11ms/step - loss: 8.9392e-04 - accuracy: 1.0000
Epoch 645/1000
1/1 [==============================] - 0s 3ms/step - loss: 8.9095e-04 - accuracy: 1.0000
Epoch 646/1000
1/1 [==============================] - 0s 12ms/step - loss: 8.8800e-04 - accuracy: 1.0000
Epoch 647/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.8506e-04 - accuracy: 1.0000
Epoch 648/1000
1/1 [==============================] - 0s 3ms/step - loss: 8.8212e-04 - accuracy: 1.0000
Epoch 649/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.7920e-04 - accuracy: 1.0000
Epoch 650/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.7629e-04 - accuracy: 1.0000
Epoch 651/1000
1/1 [==============================] - 0s 5ms/step - loss: 8.7341e-04 - accuracy: 1.0000
Epoch 652/1000
1/1 [==============================] - 0s 15ms/step - loss: 8.7053e-04 - accuracy: 1.0000
Epoch 653/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.6767e-04 - accuracy: 1.0000
Epoch 654/1000
1/1 [==============================] - 0s 12ms/step - loss: 8.6483e-04 - accuracy: 1.0000
Epoch 655/1000
1/1 [==============================] - 0s 3ms/step - loss: 8.6199e-04 - accuracy: 1.0000
Epoch 656/1000
1/1 [==============================] - 0s 11ms/step - loss: 8.5917e-04 - accuracy: 1.0000
Epoch 657/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.5636e-04 - accuracy: 1.0000
Epoch 658/1000
1/1 [==============================] - 0s 4ms/step - loss: 8.5357e-04 - accuracy: 1.0000
Epoch 659/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.5079e-04 - accuracy: 1.0000
Epoch 660/1000
1/1 [==============================] - 0s 5ms/step - loss: 8.4801e-04 - accuracy: 1.0000
Epoch 661/1000
1/1 [==============================] - 0s 19ms/step - loss: 8.4526e-04 - accuracy: 1.0000
Epoch 662/1000
1/1 [==============================] - 0s 11ms/step - loss: 8.4252e-04 - accuracy: 1.0000
Epoch 663/1000
1/1 [==============================] - 0s 38ms/step - loss: 8.3979e-04 - accuracy: 1.0000
Epoch 664/1000
1/1 [==============================] - 0s 15ms/step - loss: 8.3708e-04 - accuracy: 1.0000
Epoch 665/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.3438e-04 - accuracy: 1.0000
Epoch 666/1000
1/1 [==============================] - 0s 3ms/step - loss: 8.3169e-04 - accuracy: 1.0000
Epoch 667/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.2901e-04 - accuracy: 1.0000
Epoch 668/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.2635e-04 - accuracy: 1.0000
Epoch 669/1000
1/1 [==============================] - 0s 3ms/step - loss: 8.2370e-04 - accuracy: 1.0000
Epoch 670/1000
1/1 [==============================] - ETA: 0s - loss: 8.2107e-04 - accuracy: 1.0000 - 0s 13ms/step - loss: 8.2107e-04 - accuracy: 1.0000
Epoch 671/1000
1/1 [==============================] - 0s 16ms/step - loss: 8.1843e-04 - accuracy: 1.0000
Epoch 672/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.1582e-04 - accuracy: 1.0000
Epoch 673/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.1322e-04 - accuracy: 1.0000
Epoch 674/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.1063e-04 - accuracy: 1.0000
Epoch 675/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.0805e-04 - accuracy: 1.0000
Epoch 676/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.0548e-04 - accuracy: 1.0000
Epoch 677/1000
1/1 [==============================] - 0s 16ms/step - loss: 8.0294e-04 - accuracy: 1.0000
Epoch 678/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.0039e-04 - accuracy: 1.0000
Epoch 679/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.9785e-04 - accuracy: 1.0000
Epoch 680/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.9534e-04 - accuracy: 1.0000
Epoch 681/1000
1/1 [==============================] - 0s 18ms/step - loss: 7.9284e-04 - accuracy: 1.0000
Epoch 682/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.9035e-04 - accuracy: 1.0000
Epoch 683/1000
1/1 [==============================] - 0s 16ms/step - loss: 7.8786e-04 - accuracy: 1.0000
Epoch 684/1000
1/1 [==============================] - 0s 13ms/step - loss: 7.8538e-04 - accuracy: 1.0000
Epoch 685/1000
1/1 [==============================] - 0s 11ms/step - loss: 7.8293e-04 - accuracy: 1.0000
Epoch 686/1000
1/1 [==============================] - 0s 18ms/step - loss: 7.8048e-04 - accuracy: 1.0000
Epoch 687/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.7803e-04 - accuracy: 1.0000
Epoch 688/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.7559e-04 - accuracy: 1.0000
Epoch 689/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.7318e-04 - accuracy: 1.0000
Epoch 690/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.7079e-04 - accuracy: 1.0000
Epoch 691/1000
1/1 [==============================] - 0s 10ms/step - loss: 7.6839e-04 - accuracy: 1.0000
Epoch 692/1000
1/1 [==============================] - 0s 16ms/step - loss: 7.6600e-04 - accuracy: 1.0000
Epoch 693/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.6363e-04 - accuracy: 1.0000
Epoch 694/1000
1/1 [==============================] - 0s 12ms/step - loss: 7.6127e-04 - accuracy: 1.0000
Epoch 695/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.5891e-04 - accuracy: 1.0000
Epoch 696/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.5657e-04 - accuracy: 1.0000
Epoch 697/1000
1/1 [==============================] - 0s 80ms/step - loss: 7.5424e-04 - accuracy: 1.0000
Epoch 698/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.5193e-04 - accuracy: 1.0000
Epoch 699/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.4962e-04 - accuracy: 1.0000
Epoch 700/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.4731e-04 - accuracy: 1.0000
Epoch 701/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.4503e-04 - accuracy: 1.0000
Epoch 702/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.4276e-04 - accuracy: 1.0000
Epoch 703/1000
1/1 [==============================] - 0s 11ms/step - loss: 7.4049e-04 - accuracy: 1.0000
Epoch 704/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.3823e-04 - accuracy: 1.0000
Epoch 705/1000
1/1 [==============================] - 0s 3ms/step - loss: 7.3597e-04 - accuracy: 1.0000
Epoch 706/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.3374e-04 - accuracy: 1.0000
Epoch 707/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.3152e-04 - accuracy: 1.0000
Epoch 708/1000
1/1 [==============================] - 0s 13ms/step - loss: 7.2929e-04 - accuracy: 1.0000
Epoch 709/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.2707e-04 - accuracy: 1.0000
Epoch 710/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.2488e-04 - accuracy: 1.0000
Epoch 711/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.2270e-04 - accuracy: 1.0000
Epoch 712/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.2052e-04 - accuracy: 1.0000
Epoch 713/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.1834e-04 - accuracy: 1.0000
Epoch 714/1000
1/1 [==============================] - 0s 15ms/step - loss: 7.1619e-04 - accuracy: 1.0000
Epoch 715/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.1404e-04 - accuracy: 1.0000
Epoch 716/1000
1/1 [==============================] - 0s 12ms/step - loss: 7.1189e-04 - accuracy: 1.0000
Epoch 717/1000
1/1 [==============================] - 0s 19ms/step - loss: 7.0976e-04 - accuracy: 1.0000
Epoch 718/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.0764e-04 - accuracy: 1.0000
Epoch 719/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.0552e-04 - accuracy: 1.0000
Epoch 720/1000
1/1 [==============================] - 0s 10ms/step - loss: 7.0341e-04 - accuracy: 1.0000
Epoch 721/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.0132e-04 - accuracy: 1.0000
Epoch 722/1000
1/1 [==============================] - 0s 20ms/step - loss: 6.9923e-04 - accuracy: 1.0000
Epoch 723/1000
1/1 [==============================] - 0s 16ms/step - loss: 6.9715e-04 - accuracy: 1.0000
Epoch 724/1000
1/1 [==============================] - 0s 21ms/step - loss: 6.9509e-04 - accuracy: 1.0000
Epoch 725/1000
1/1 [==============================] - 0s 23ms/step - loss: 6.9303e-04 - accuracy: 1.0000
Epoch 726/1000
1/1 [==============================] - 0s 32ms/step - loss: 6.9098e-04 - accuracy: 1.0000
Epoch 727/1000
1/1 [==============================] - 0s 16ms/step - loss: 6.8894e-04 - accuracy: 1.0000
Epoch 728/1000
1/1 [==============================] - 0s 15ms/step - loss: 6.8691e-04 - accuracy: 1.0000
Epoch 729/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.8488e-04 - accuracy: 1.0000
Epoch 730/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.8287e-04 - accuracy: 1.0000
Epoch 731/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.8086e-04 - accuracy: 1.0000
Epoch 732/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.7886e-04 - accuracy: 1.0000
Epoch 733/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.7688e-04 - accuracy: 1.0000
Epoch 734/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.7489e-04 - accuracy: 1.0000
Epoch 735/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.7292e-04 - accuracy: 1.0000
Epoch 736/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.7096e-04 - accuracy: 1.0000
Epoch 737/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.6900e-04 - accuracy: 1.0000
Epoch 738/1000
1/1 [==============================] - 0s 17ms/step - loss: 6.6706e-04 - accuracy: 1.0000
Epoch 739/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.6512e-04 - accuracy: 1.0000
Epoch 740/1000
1/1 [==============================] - 0s 14ms/step - loss: 6.6319e-04 - accuracy: 1.0000
Epoch 741/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.6126e-04 - accuracy: 1.0000
Epoch 742/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.5935e-04 - accuracy: 1.0000
Epoch 743/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.5745e-04 - accuracy: 1.0000
Epoch 744/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.5555e-04 - accuracy: 1.0000
Epoch 745/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.5366e-04 - accuracy: 1.0000
Epoch 746/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.5178e-04 - accuracy: 1.0000
Epoch 747/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.4990e-04 - accuracy: 1.0000
Epoch 748/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.4803e-04 - accuracy: 1.0000
Epoch 749/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.4617e-04 - accuracy: 1.0000
Epoch 750/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.4432e-04 - accuracy: 1.0000
Epoch 751/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.4248e-04 - accuracy: 1.0000
Epoch 752/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.4064e-04 - accuracy: 1.0000
Epoch 753/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.3881e-04 - accuracy: 1.0000
Epoch 754/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.3699e-04 - accuracy: 1.0000
Epoch 755/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.3518e-04 - accuracy: 1.0000
Epoch 756/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.3337e-04 - accuracy: 1.0000
Epoch 757/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.3157e-04 - accuracy: 1.0000
Epoch 758/1000
1/1 [==============================] - 0s 20ms/step - loss: 6.2978e-04 - accuracy: 1.0000
Epoch 759/1000
1/1 [==============================] - 0s 17ms/step - loss: 6.2800e-04 - accuracy: 1.0000
Epoch 760/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.2623e-04 - accuracy: 1.0000
Epoch 761/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.2446e-04 - accuracy: 1.0000
Epoch 762/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.2270e-04 - accuracy: 1.0000
Epoch 763/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.2094e-04 - accuracy: 1.0000
Epoch 764/1000
1/1 [==============================] - 0s 24ms/step - loss: 6.1920e-04 - accuracy: 1.0000
Epoch 765/1000
1/1 [==============================] - 0s 15ms/step - loss: 6.1746e-04 - accuracy: 1.0000
Epoch 766/1000
1/1 [==============================] - 0s 13ms/step - loss: 6.1572e-04 - accuracy: 1.0000
Epoch 767/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.1400e-04 - accuracy: 1.0000
Epoch 768/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.1228e-04 - accuracy: 1.0000
Epoch 769/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.1057e-04 - accuracy: 1.0000
Epoch 770/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.0886e-04 - accuracy: 1.0000
Epoch 771/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.0717e-04 - accuracy: 1.0000
Epoch 772/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.0547e-04 - accuracy: 1.0000
Epoch 773/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.0379e-04 - accuracy: 1.0000
Epoch 774/1000
1/1 [==============================] - 0s 14ms/step - loss: 6.0211e-04 - accuracy: 1.0000
Epoch 775/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.0044e-04 - accuracy: 1.0000
Epoch 776/1000
1/1 [==============================] - 0s 18ms/step - loss: 5.9878e-04 - accuracy: 1.0000
Epoch 777/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.9712e-04 - accuracy: 1.0000
Epoch 778/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.9547e-04 - accuracy: 1.0000
Epoch 779/1000
1/1 [==============================] - 0s 13ms/step - loss: 5.9383e-04 - accuracy: 1.0000
Epoch 780/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.9219e-04 - accuracy: 1.0000
Epoch 781/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.9056e-04 - accuracy: 1.0000
Epoch 782/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.8894e-04 - accuracy: 1.0000
Epoch 783/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.8733e-04 - accuracy: 1.0000
Epoch 784/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.8571e-04 - accuracy: 1.0000
Epoch 785/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.8410e-04 - accuracy: 1.0000
Epoch 786/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.8251e-04 - accuracy: 1.0000
Epoch 787/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.8092e-04 - accuracy: 1.0000
Epoch 788/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.7933e-04 - accuracy: 1.0000
Epoch 789/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.7775e-04 - accuracy: 1.0000
Epoch 790/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.7619e-04 - accuracy: 1.0000
Epoch 791/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.7462e-04 - accuracy: 1.0000
Epoch 792/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.7306e-04 - accuracy: 1.0000
Epoch 793/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.7150e-04 - accuracy: 1.0000
Epoch 794/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.6995e-04 - accuracy: 1.0000
Epoch 795/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.6841e-04 - accuracy: 1.0000
Epoch 796/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.6688e-04 - accuracy: 1.0000
Epoch 797/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.6535e-04 - accuracy: 1.0000
Epoch 798/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.6383e-04 - accuracy: 1.0000
Epoch 799/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.6230e-04 - accuracy: 1.0000
Epoch 800/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.6079e-04 - accuracy: 1.0000
Epoch 801/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.5929e-04 - accuracy: 1.0000
Epoch 802/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.5779e-04 - accuracy: 1.0000
Epoch 803/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.5630e-04 - accuracy: 1.0000
Epoch 804/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.5481e-04 - accuracy: 1.0000
Epoch 805/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.5333e-04 - accuracy: 1.0000
Epoch 806/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.5185e-04 - accuracy: 1.0000
Epoch 807/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.5038e-04 - accuracy: 1.0000
Epoch 808/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.4891e-04 - accuracy: 1.0000
Epoch 809/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.4745e-04 - accuracy: 1.0000
Epoch 810/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.4600e-04 - accuracy: 1.0000
Epoch 811/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.4455e-04 - accuracy: 1.0000
Epoch 812/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.4311e-04 - accuracy: 1.0000
Epoch 813/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.4167e-04 - accuracy: 1.0000
Epoch 814/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.4024e-04 - accuracy: 1.0000
Epoch 815/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.3881e-04 - accuracy: 1.0000
Epoch 816/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.3739e-04 - accuracy: 1.0000
Epoch 817/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.3598e-04 - accuracy: 1.0000
Epoch 818/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.3457e-04 - accuracy: 1.0000
Epoch 819/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.3316e-04 - accuracy: 1.0000
Epoch 820/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.3177e-04 - accuracy: 1.0000
Epoch 821/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.3037e-04 - accuracy: 1.0000
Epoch 822/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.2898e-04 - accuracy: 1.0000
Epoch 823/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.2760e-04 - accuracy: 1.0000
Epoch 824/1000
1/1 [==============================] - 0s 21ms/step - loss: 5.2622e-04 - accuracy: 1.0000
Epoch 825/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.2485e-04 - accuracy: 1.0000
Epoch 826/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.2348e-04 - accuracy: 1.0000
Epoch 827/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.2212e-04 - accuracy: 1.0000
Epoch 828/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.2076e-04 - accuracy: 1.0000
Epoch 829/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.1941e-04 - accuracy: 1.0000
Epoch 830/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.1806e-04 - accuracy: 1.0000
Epoch 831/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.1672e-04 - accuracy: 1.0000
Epoch 832/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.1539e-04 - accuracy: 1.0000
Epoch 833/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.1406e-04 - accuracy: 1.0000
Epoch 834/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.1273e-04 - accuracy: 1.0000
Epoch 835/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.1141e-04 - accuracy: 1.0000
Epoch 836/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.1009e-04 - accuracy: 1.0000
Epoch 837/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.0878e-04 - accuracy: 1.0000
Epoch 838/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.0748e-04 - accuracy: 1.0000
Epoch 839/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.0618e-04 - accuracy: 1.0000
Epoch 840/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.0488e-04 - accuracy: 1.0000
Epoch 841/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.0358e-04 - accuracy: 1.0000
Epoch 842/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.0229e-04 - accuracy: 1.0000
Epoch 843/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.0101e-04 - accuracy: 1.0000
Epoch 844/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.9973e-04 - accuracy: 1.0000
Epoch 845/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.9846e-04 - accuracy: 1.0000
Epoch 846/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.9719e-04 - accuracy: 1.0000
Epoch 847/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.9592e-04 - accuracy: 1.0000
Epoch 848/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.9466e-04 - accuracy: 1.0000
Epoch 849/1000
1/1 [==============================] - 0s 13ms/step - loss: 4.9341e-04 - accuracy: 1.0000
Epoch 850/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.9216e-04 - accuracy: 1.0000
Epoch 851/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.9091e-04 - accuracy: 1.0000
Epoch 852/1000
1/1 [==============================] - 0s 22ms/step - loss: 4.8967e-04 - accuracy: 1.0000
Epoch 853/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.8844e-04 - accuracy: 1.0000
Epoch 854/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.8721e-04 - accuracy: 1.0000
Epoch 855/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.8598e-04 - accuracy: 1.0000
Epoch 856/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.8475e-04 - accuracy: 1.0000
Epoch 857/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.8354e-04 - accuracy: 1.0000
Epoch 858/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.8232e-04 - accuracy: 1.0000
Epoch 859/1000
1/1 [==============================] - 0s 14ms/step - loss: 4.8111e-04 - accuracy: 1.0000
Epoch 860/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.7991e-04 - accuracy: 1.0000
Epoch 861/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.7870e-04 - accuracy: 1.0000
Epoch 862/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.7751e-04 - accuracy: 1.0000
Epoch 863/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.7632e-04 - accuracy: 1.0000
Epoch 864/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.7513e-04 - accuracy: 1.0000
Epoch 865/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.7395e-04 - accuracy: 1.0000
Epoch 866/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.7276e-04 - accuracy: 1.0000
Epoch 867/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.7159e-04 - accuracy: 1.0000
Epoch 868/1000
1/1 [==============================] - 0s 15ms/step - loss: 4.7042e-04 - accuracy: 1.0000
Epoch 869/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.6925e-04 - accuracy: 1.0000
Epoch 870/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.6809e-04 - accuracy: 1.0000
Epoch 871/1000
1/1 [==============================] - 0s 11ms/step - loss: 4.6693e-04 - accuracy: 1.0000
Epoch 872/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.6578e-04 - accuracy: 1.0000
Epoch 873/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.6463e-04 - accuracy: 1.0000
Epoch 874/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.6348e-04 - accuracy: 1.0000
Epoch 875/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.6234e-04 - accuracy: 1.0000
Epoch 876/1000
1/1 [==============================] - 0s 13ms/step - loss: 4.6120e-04 - accuracy: 1.0000
Epoch 877/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.6007e-04 - accuracy: 1.0000
Epoch 878/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.5894e-04 - accuracy: 1.0000
Epoch 879/1000
1/1 [==============================] - 0s 16ms/step - loss: 4.5781e-04 - accuracy: 1.0000
Epoch 880/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.5669e-04 - accuracy: 1.0000
Epoch 881/1000
1/1 [==============================] - 0s 12ms/step - loss: 4.5558e-04 - accuracy: 1.0000
Epoch 882/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.5446e-04 - accuracy: 1.0000
Epoch 883/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.5335e-04 - accuracy: 1.0000
Epoch 884/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.5224e-04 - accuracy: 1.0000
Epoch 885/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.5114e-04 - accuracy: 1.0000
Epoch 886/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.5004e-04 - accuracy: 1.0000
Epoch 887/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.4894e-04 - accuracy: 1.0000
Epoch 888/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.4786e-04 - accuracy: 1.0000
Epoch 889/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.4677e-04 - accuracy: 1.0000
Epoch 890/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4569e-04 - accuracy: 1.0000
Epoch 891/1000
1/1 [==============================] - 0s 17ms/step - loss: 4.4461e-04 - accuracy: 1.0000
Epoch 892/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4353e-04 - accuracy: 1.0000
Epoch 893/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.4246e-04 - accuracy: 1.0000
Epoch 894/1000
1/1 [==============================] - 0s 15ms/step - loss: 4.4139e-04 - accuracy: 1.0000
Epoch 895/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.4033e-04 - accuracy: 1.0000
Epoch 896/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.3927e-04 - accuracy: 1.0000
Epoch 897/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.3821e-04 - accuracy: 1.0000
Epoch 898/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.3716e-04 - accuracy: 1.0000
Epoch 899/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.3611e-04 - accuracy: 1.0000
Epoch 900/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.3507e-04 - accuracy: 1.0000
Epoch 901/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.3402e-04 - accuracy: 1.0000
Epoch 902/1000
1/1 [==============================] - 0s 3ms/step - loss: 4.3298e-04 - accuracy: 1.0000
Epoch 903/1000
1/1 [==============================] - 0s 13ms/step - loss: 4.3195e-04 - accuracy: 1.0000
Epoch 904/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.3092e-04 - accuracy: 1.0000
Epoch 905/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.2989e-04 - accuracy: 1.0000
Epoch 906/1000
1/1 [==============================] - 0s 25ms/step - loss: 4.2887e-04 - accuracy: 1.0000
Epoch 907/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.2785e-04 - accuracy: 1.0000
Epoch 908/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.2684e-04 - accuracy: 1.0000
Epoch 909/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.2583e-04 - accuracy: 1.0000
Epoch 910/1000
1/1 [==============================] - 0s 3ms/step - loss: 4.2482e-04 - accuracy: 1.0000
Epoch 911/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.2381e-04 - accuracy: 1.0000
Epoch 912/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.2281e-04 - accuracy: 1.0000
Epoch 913/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.2181e-04 - accuracy: 1.0000
Epoch 914/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.2082e-04 - accuracy: 1.0000
Epoch 915/1000
1/1 [==============================] - 0s 38ms/step - loss: 4.1983e-04 - accuracy: 1.0000
Epoch 916/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.1884e-04 - accuracy: 1.0000
Epoch 917/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.1786e-04 - accuracy: 1.0000
Epoch 918/1000
1/1 [==============================] - 0s 12ms/step - loss: 4.1688e-04 - accuracy: 1.0000
Epoch 919/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.1590e-04 - accuracy: 1.0000
Epoch 920/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.1493e-04 - accuracy: 1.0000
Epoch 921/1000
1/1 [==============================] - 0s 12ms/step - loss: 4.1395e-04 - accuracy: 1.0000
Epoch 922/1000
1/1 [==============================] - 0s 24ms/step - loss: 4.1299e-04 - accuracy: 1.0000
Epoch 923/1000
1/1 [==============================] - 0s 15ms/step - loss: 4.1202e-04 - accuracy: 1.0000
Epoch 924/1000
1/1 [==============================] - 0s 14ms/step - loss: 4.1106e-04 - accuracy: 1.0000
Epoch 925/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.1010e-04 - accuracy: 1.0000
Epoch 926/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.0915e-04 - accuracy: 1.0000
Epoch 927/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.0820e-04 - accuracy: 1.0000
Epoch 928/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.0725e-04 - accuracy: 1.0000
Epoch 929/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.0630e-04 - accuracy: 1.0000
Epoch 930/1000
1/1 [==============================] - 0s 12ms/step - loss: 4.0536e-04 - accuracy: 1.0000
Epoch 931/1000
1/1 [==============================] - 0s 13ms/step - loss: 4.0442e-04 - accuracy: 1.0000
Epoch 932/1000
1/1 [==============================] - 0s 19ms/step - loss: 4.0349e-04 - accuracy: 1.0000
Epoch 933/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.0255e-04 - accuracy: 1.0000
Epoch 934/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.0162e-04 - accuracy: 1.0000
Epoch 935/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.0070e-04 - accuracy: 1.0000
Epoch 936/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.9977e-04 - accuracy: 1.0000
Epoch 937/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.9886e-04 - accuracy: 1.0000
Epoch 938/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.9794e-04 - accuracy: 1.0000
Epoch 939/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.9702e-04 - accuracy: 1.0000
Epoch 940/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.9611e-04 - accuracy: 1.0000
Epoch 941/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.9520e-04 - accuracy: 1.0000
Epoch 942/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.9430e-04 - accuracy: 1.0000
Epoch 943/1000
1/1 [==============================] - 0s 24ms/step - loss: 3.9340e-04 - accuracy: 1.0000
Epoch 944/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.9250e-04 - accuracy: 1.0000
Epoch 945/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.9160e-04 - accuracy: 1.0000
Epoch 946/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.9071e-04 - accuracy: 1.0000
Epoch 947/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.8982e-04 - accuracy: 1.0000
Epoch 948/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.8893e-04 - accuracy: 1.0000
Epoch 949/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.8804e-04 - accuracy: 1.0000
Epoch 950/1000
1/1 [==============================] - 0s 2ms/step - loss: 3.8716e-04 - accuracy: 1.0000
Epoch 951/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.8629e-04 - accuracy: 1.0000
Epoch 952/1000
1/1 [==============================] - 0s 27ms/step - loss: 3.8541e-04 - accuracy: 1.0000
Epoch 953/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.8454e-04 - accuracy: 1.0000
Epoch 954/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.8367e-04 - accuracy: 1.0000
Epoch 955/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.8280e-04 - accuracy: 1.0000
Epoch 956/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.8194e-04 - accuracy: 1.0000
Epoch 957/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.8108e-04 - accuracy: 1.0000
Epoch 958/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.8022e-04 - accuracy: 1.0000
Epoch 959/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.7936e-04 - accuracy: 1.0000
Epoch 960/1000
1/1 [==============================] - 0s 15ms/step - loss: 3.7851e-04 - accuracy: 1.0000
Epoch 961/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.7766e-04 - accuracy: 1.0000
Epoch 962/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.7681e-04 - accuracy: 1.0000
Epoch 963/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.7596e-04 - accuracy: 1.0000
Epoch 964/1000
1/1 [==============================] - 0s 21ms/step - loss: 3.7512e-04 - accuracy: 1.0000
Epoch 965/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.7428e-04 - accuracy: 1.0000
Epoch 966/1000
1/1 [==============================] - 0s 19ms/step - loss: 3.7345e-04 - accuracy: 1.0000
Epoch 967/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.7261e-04 - accuracy: 1.0000
Epoch 968/1000
1/1 [==============================] - 0s 15ms/step - loss: 3.7178e-04 - accuracy: 1.0000
Epoch 969/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.7095e-04 - accuracy: 1.0000
Epoch 970/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.7013e-04 - accuracy: 1.0000
Epoch 971/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.6930e-04 - accuracy: 1.0000
Epoch 972/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.6848e-04 - accuracy: 1.0000
Epoch 973/1000
1/1 [==============================] - 0s 15ms/step - loss: 3.6767e-04 - accuracy: 1.0000
Epoch 974/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.6685e-04 - accuracy: 1.0000
Epoch 975/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.6603e-04 - accuracy: 1.0000
Epoch 976/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.6522e-04 - accuracy: 1.0000
Epoch 977/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.6442e-04 - accuracy: 1.0000
Epoch 978/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.6361e-04 - accuracy: 1.0000
Epoch 979/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.6281e-04 - accuracy: 1.0000
Epoch 980/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.6201e-04 - accuracy: 1.0000
Epoch 981/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.6121e-04 - accuracy: 1.0000
Epoch 982/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.6042e-04 - accuracy: 1.0000
Epoch 983/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.5962e-04 - accuracy: 1.0000
Epoch 984/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.5883e-04 - accuracy: 1.0000
Epoch 985/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.5805e-04 - accuracy: 1.0000
Epoch 986/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.5726e-04 - accuracy: 1.0000
Epoch 987/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.5647e-04 - accuracy: 1.0000
Epoch 988/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.5570e-04 - accuracy: 1.0000
Epoch 989/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.5492e-04 - accuracy: 1.0000
Epoch 990/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.5415e-04 - accuracy: 1.0000
Epoch 991/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.5337e-04 - accuracy: 1.0000
Epoch 992/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.5260e-04 - accuracy: 1.0000
Epoch 993/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.5183e-04 - accuracy: 1.0000
Epoch 994/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.5107e-04 - accuracy: 1.0000
Epoch 995/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.5031e-04 - accuracy: 1.0000
Epoch 996/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.4954e-04 - accuracy: 1.0000
Epoch 997/1000
1/1 [==============================] - 0s 21ms/step - loss: 3.4820e-04 - accuracy: 1.0000
Epoch 998/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4655e-04 - accuracy: 1.0000
Epoch 999/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.4452e-04 - accuracy: 1.0000
Epoch 1000/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4207e-04 - accuracy: 1.0000
<tensorflow.python.keras.callbacks.History at 0x7fdba02862b0>
Statistics#
1# Evaluating the model's performance
2model.evaluate(x_input, y_label)
1/1 [==============================] - 0s 335ms/step - loss: 3.3930e-04 - accuracy: 1.0000
[0.00033929929486475885, 1.0]