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hyperparameter_tuning_results.txt
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hyperparameter_tuning_results.txt
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--------------------------------------------------------------------------------------------
f1-score of 0.9457006690137344
Learning Rate: 0.005
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9474506194900141
Learning Rate: 0.005
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.935679335948014
Learning Rate: 0.005
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9404883101978324
Learning Rate: 0.005
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9409745524424185
Learning Rate: 0.01
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9433044739059255
Learning Rate: 0.01
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9303354036928281
Learning Rate: 0.01
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9215661773976419
Learning Rate: 0.01
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.8708159610860474
Learning Rate: 0.1
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.8726751946217918
Learning Rate: 0.1
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.8703125507058159
Learning Rate: 0.1
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.8730809627205136
Learning Rate: 0.1
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9404703655230953
Learning Rate: 0.003
Hidden Layers: 10
Batch Size: 8
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9506947550389957
Learning Rate: 0.003
Hidden Layers: 10
Batch Size: 8
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9428483864609316
Learning Rate: 0.003
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9481135290419964
Learning Rate: 0.003
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9371566897052543
Learning Rate: 0.003
Hidden Layers: 20
Batch Size: 8
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9415816743321639
Learning Rate: 0.003
Hidden Layers: 20
Batch Size: 8
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9265859739853036
Learning Rate: 0.003
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9379731922247396
Learning Rate: 0.003
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.928263967499313
Learning Rate: 0.001
Hidden Layers: 10
Batch Size: 8
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9395741578245522
Learning Rate: 0.001
Hidden Layers: 10
Batch Size: 8
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9225025519541303
Learning Rate: 0.001
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9308585604510873
Learning Rate: 0.001
Hidden Layers: 10
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9128366095745342
Learning Rate: 0.001
Hidden Layers: 20
Batch Size: 8
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9207594043641176
Learning Rate: 0.001
Hidden Layers: 20
Batch Size: 8
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.895903731199083
Learning Rate: 0.001
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 7
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9262659291126578
Learning Rate: 0.001
Hidden Layers: 20
Batch Size: 16
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------
--------------------------------------------BEST--------------------------------------------
--------------------------------------------------------------------------------------------
f1-score of 0.9506947550389957
Learning Rate: 0.003
Hidden Layers: 10
Batch Size: 8
Maximum Epochs: 10
--------------------------------------------------------------------------------------------
--------------------------------------------BEST--------------------------------------------
--------------------------------------------------------------------------------------------