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