OPTIMIZERS

LR = 10−3

LR = 10−4

LR = 10−5

AdaGrad_60_40

87.12%

57.21%

50.75%

Adam_60

95.13%

94.04%

89.88%

Adamax_60

95.21%

92.25%

86.29%

Nadam_60

95.58%

94.25%

89.04%

RMSprop_60

94.88%

93.25%

89.38%

AdaGrad_70

88.50%

59.68%

51.82%

Adam_70

94.00%

93.93%

90.36%

Adamax_70

94.93%

91.93%

86.25%

Nadam_70

95.39%

93.54%

89.29%

RMSprop_70

94.36%

94.29%

90.50%

AdaGrad_80

88.03%

63.63%

57.13%

Adam_80

94.97%

93.81%

89.78%

Adamax_80

94.22%

92.56%

87.81%

Nadam_80

95.44%

94.69%

90.19%

RMSprop_80

94.91%

94.28%

89.00%