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testdata.txt
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testdata.txt
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Gray
Lambda 0.4 (150 epochs)
Accuracy train: 0.887768
Accuracy test: 0.683417
Lambda 0.04 (150 epochs)
Accuracy train: 0.857503
Accuracy test: 0.663317
Lambda 0.004 (150 epochs)
Accuracy train: 0.994956
Accuracy test: 0.79397
Color
Lambda 0.004 (15 epochs)
Accuracy train: 0.757576
Accuracy test: 0.666667
Lambda 0.004 (25 epochs)
Accuracy train: 0.852273
Accuracy test: 0.833333
Lambda 0.004 (35 epochs)
Accuracy train: 0.833333
Accuracy test: 0.808081
Lambda 0.004 (45 epochs)
Accuracy train: 0.912879
Accuracy test: 0.878788
Lambda 0.0004 (45 epochs)
Accuracy train: 0.931818
Accuracy test: 0.893939
Lambda 0.0004 (60 epochs)
Accuracy train: 0.957071
Accuracy test: 0.888889
Lambda 0.001 (200 epochs)
Accuracy train: 0.989899
Accuracy test: 0.878788
Lambda 0.004 (200 epochs)
Accuracy train: 0.996212
Accuracy test: 0.944444
Lambda 0.004 (275 epochs), batch 150, 9 categories, regularization / total_weights