world-ecoregion/tracks

Layer (type)                 Output Shape              Param #
=================================================================
Group 1
-----------------------------------------------------------------
dense (Dense)                (None, 128)               1536
_________________________________________________________________
dense_1 (Dense)              (None, 256)               33024
_________________________________________________________________
dense_2 (Dense)              (None, 14)                3598
-----------------------------------------------------------------
Total params: 38,158
1 Epoch: loss: 0.3822 - acc: 0.8684
Learning rate: 0.005
=================================================================

Group 2
-----------------------------------------------------------------
dense (Dense)                (None, 32)                384
_________________________________________________________________
dense_1 (Dense)              (None, 64)                2112
_________________________________________________________________
dense_2 (Dense)              (None, 32)                2080
_________________________________________________________________
dense_3 (Dense)              (None, 14)                462
-----------------------------------------------------------------
Total params: 5,038
1 Epoch: loss: 0.3760 - acc: 0.8678 @ 20minutes
Stopped converging, loss increasing
Learning rate: 0.005
=================================================================

Group 3
-----------------------------------------------------------------
dense (Dense)                (None, 16)                192
_________________________________________________________________
dense_1 (Dense)              (None, 32)                544
_________________________________________________________________
dense_2 (Dense)              (None, 16)                528
_________________________________________________________________
dense_3 (Dense)              (None, 14)                238
-----------------------------------------------------------------
Total params: 1,502
1 Epoch: loss: 0.3702 - acc: 0.8671 @ 12minutes
10 Epochs: loss: 0.3280 - acc: 0.8815
Stopped converging after 5 epochs, was oscillating
Learning rate: 0.005
=================================================================

Group 4
_________________________________________________________________
dense (Dense)                (None, 12)                144
_________________________________________________________________
dense_1 (Dense)              (None, 14)                182
_________________________________________________________________
Total params: 326
1 Epoch: loss: 0.4412 - acc: 0.8457 @ 10m
60 Epochs: loss: 0.4146 - acc: 0.8546
Stopped converging
Learning rate: 0.005
=================================================================

Group 5
_________________________________________________________________
dense (Dense)                (None, 12)                144
_________________________________________________________________
dense_1 (Dense)              (None, 14)                182
_________________________________________________________________
Total params: 326
1 Epoch: loss: 0.5057 - acc: 0.8268 @ 10m
15 epoch: loss: 0.4240 - acc: 0.8481
Stopped converging
Learning rate: 0.001
=================================================================

Group 6
_________________________________________________________________
Layer (type)                 Output Shape              Param #
=================================================================
dense (Dense)                (None, 24)                288
_________________________________________________________________
dense_1 (Dense)              (None, 14)                350
_________________________________________________________________
Total params: 638
1 Epoch: loss: 0.4520 - acc: 0.8416 @ 12m
30 epochs: loss: 0.3562 - acc: 0.8691, still converging
stopped converging after 100 epochs
Learning rate: 0.001