OPTIMIZERS

LR = 10−3

LR = 10−4

LR = 10−5

AdaGrad_60

86.83%

66.71%

53.83%

Adam_60

94.83%

94.96%

89.33%

Adamax_60

94.75%

94.00%

85.62%

Nadam_60

94.67%

93.88%

89.33%

RMSprop_60

94.33%

94.08%

89.33%

AdaGrad_70

85.39%

59.25%

51.14%

Adam_70

95.43%

94.07%

90.43%

Adamax_70

95.32%

92.86%

87.25%

Nadam_70

94.32%

95.04%

90.21%

RMSprop_70

94.93%

94.79%

90.29%

AdaGrad_80

87.63%

65.31%

56.03%

Adam_80

94.88%

94.47%

91.44%

Adamax_80

94.41%

92.72%

87.53%

Nadam_80

95.19%

94.84%

91.16%

RMSprop_80

95.34%

94.34%

91.28%