90 lines
3.9 KiB
Plaintext
90 lines
3.9 KiB
Plaintext
Layer (type) Output Shape Param #
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=================================================================
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Group 1
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-----------------------------------------------------------------
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dense (Dense) (None, 128) 1536
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_________________________________________________________________
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dense_1 (Dense) (None, 256) 33024
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_________________________________________________________________
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dense_2 (Dense) (None, 14) 3598
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-----------------------------------------------------------------
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Total params: 38,158
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1 Epoch: loss: 0.3822 - acc: 0.8684
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Learning rate: 0.005
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=================================================================
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Group 2
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-----------------------------------------------------------------
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dense (Dense) (None, 32) 384
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_________________________________________________________________
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dense_1 (Dense) (None, 64) 2112
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_________________________________________________________________
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dense_2 (Dense) (None, 32) 2080
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_________________________________________________________________
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dense_3 (Dense) (None, 14) 462
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-----------------------------------------------------------------
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Total params: 5,038
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1 Epoch: loss: 0.3760 - acc: 0.8678 @ 20minutes
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Stopped converging, loss increasing
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Learning rate: 0.005
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=================================================================
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Group 3
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-----------------------------------------------------------------
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dense (Dense) (None, 16) 192
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_________________________________________________________________
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dense_1 (Dense) (None, 32) 544
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_________________________________________________________________
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dense_2 (Dense) (None, 16) 528
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_________________________________________________________________
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dense_3 (Dense) (None, 14) 238
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-----------------------------------------------------------------
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Total params: 1,502
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1 Epoch: loss: 0.3702 - acc: 0.8671 @ 12minutes
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10 Epochs: loss: 0.3280 - acc: 0.8815
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Stopped converging after 5 epochs, was oscillating
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Learning rate: 0.005
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=================================================================
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Group 4
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_________________________________________________________________
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dense (Dense) (None, 12) 144
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_________________________________________________________________
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dense_1 (Dense) (None, 14) 182
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_________________________________________________________________
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Total params: 326
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1 Epoch: loss: 0.4412 - acc: 0.8457 @ 10m
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60 Epochs: loss: 0.4146 - acc: 0.8546
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Stopped converging
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Learning rate: 0.005
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=================================================================
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Group 5
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_________________________________________________________________
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dense (Dense) (None, 12) 144
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_________________________________________________________________
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dense_1 (Dense) (None, 14) 182
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_________________________________________________________________
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Total params: 326
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1 Epoch: loss: 0.5057 - acc: 0.8268 @ 10m
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15 epoch: loss: 0.4240 - acc: 0.8481
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Stopped converging
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Learning rate: 0.001
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=================================================================
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Group 6
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_________________________________________________________________
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Layer (type) Output Shape Param #
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=================================================================
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dense (Dense) (None, 24) 288
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_________________________________________________________________
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dense_1 (Dense) (None, 14) 350
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_________________________________________________________________
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Total params: 638
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1 Epoch: loss: 0.4520 - acc: 0.8416 @ 12m
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30 epochs: loss: 0.3562 - acc: 0.8691, still converging
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stopped converging after 100 epochs
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Learning rate: 0.001
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