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number,value,params_drop_out_rate_1,params_drop_out_rate_2,params_drop_out_rate_3,params_lr,params_num_fc,params_num_filter_1,params_num_filter_2,params_num_filter_3,params_optimizer | ||
3,0.44729730225092657,0.25,0.1,0.1,4.47048675018432e-05,4,24,8,28,SGD | ||
1,0.760810808958234,0.35,0.35,0.25,2.6917883038381803e-05,4,12,32,28,RMSprop | ||
4,0.7662162188742612,0.15000000000000002,0.30000000000000004,0.35,0.0006278761200687167,12,16,12,4,Adam | ||
129,0.7702702702702703,0.2,0.30000000000000004,0.1,0.0035607097763457824,6,32,28,16,RMSprop | ||
107,0.7770270238051543,0.2,0.2,0.1,0.0024609970185746435,6,32,24,12,RMSprop | ||
0,0.7770270258188248,0.25,0.25,0.25,0.00027205697956488956,4,8,16,4,Adam | ||
153,0.7810810804367065,0.25,0.2,0.1,0.003459790777468173,4,28,28,12,RMSprop | ||
72,0.7824324288883725,0.25,0.2,0.1,0.0016718215637216757,10,24,24,28,Adam | ||
144,0.7837837817701133,0.15000000000000002,0.25,0.1,0.0038435115399412636,10,32,24,8,Adam | ||
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112,0.786486482298052,0.30000000000000004,0.25,0.1,0.003001925635240153,6,32,20,8,Adam | ||
151,0.7878378371934633,0.25,0.2,0.1,0.002478886771914308,4,28,28,16,RMSprop | ||
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57,0.7918918889922064,0.15000000000000002,0.30000000000000004,0.15000000000000002,0.0031985604144442615,4,20,32,32,Adam | ||
66,0.7918918918113451,0.2,0.2,0.1,0.0011940172908579984,6,32,20,16,RMSprop | ||
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187,0.804054049221245,0.30000000000000004,0.2,0.1,0.0029931038705561307,6,24,32,12,RMSprop | ||
33,0.804054049221245,0.35,0.35,0.1,0.005349851764314642,4,28,32,12,RMSprop | ||
46,0.8054054000893155,0.30000000000000004,0.35,0.15000000000000002,0.00792705873362551,10,24,12,24,Adam | ||
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21,0.8121621576515404,0.25,0.30000000000000004,0.1,0.001313084203876011,6,32,28,8,RMSprop | ||
32,0.8121621588597426,0.25,0.35,0.1,0.0015429257399668585,6,32,32,8,RMSprop | ||
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100,0.8148648589849472,0.2,0.2,0.1,0.0018304750473482575,6,32,24,8,Adam | ||
101,0.8175675639429608,0.2,0.2,0.1,0.001984812224022678,6,32,24,8,Adam | ||
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119,0.8189189164219676,0.25,0.2,0.1,0.0008991925190683861,4,32,28,8,RMSprop | ||
45,0.8229729702343812,0.25,0.35,0.15000000000000002,0.0019630276688041488,6,28,12,16,Adam | ||
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64,0.7783783778950975,0.2,0.1,0.25,0.005364533097950345,6,8,12,32,RMSprop | ||
3,0.7837837813673793,0.35,0.35,0.25,0.00045635713798208237,6,16,16,12,Adam | ||
0,0.7837837849919861,0.30000000000000004,0.2,0.35,0.00023589137648150635,8,24,12,8,Adam | ||
4,0.7864864835062543,0.25,0.25,0.1,0.00023499322154972444,12,28,12,16,Adam | ||
2,0.7918918906031428,0.2,0.15000000000000002,0.15000000000000002,0.0005289943741212551,4,24,20,24,Adam | ||
72,0.7932432370411383,0.15000000000000002,0.1,0.15000000000000002,0.004443650901578848,6,12,20,32,Adam | ||
29,0.793243240263011,0.25,0.1,0.2,0.0037701702937430826,10,28,12,8,RMSprop | ||
60,0.7945945915338155,0.25,0.25,0.25,0.003083342525182499,2,12,16,12,RMSprop | ||
23,0.7959459432073541,0.25,0.2,0.2,0.0029697104451754056,4,16,12,16,Adam | ||
95,0.7972972936726905,0.25,0.15000000000000002,0.15000000000000002,0.0022431447974543407,10,12,28,20,RMSprop | ||
79,0.797297295686361,0.2,0.1,0.15000000000000002,0.0035121259961116025,6,16,16,28,RMSprop | ||
26,0.7986486473598996,0.35,0.2,0.2,0.008153285888121767,4,8,28,20,Adam | ||
86,0.7986486473598996,0.25,0.1,0.15000000000000002,0.0015013685875420986,8,12,32,24,RMSprop | ||
21,0.8013513474851042,0.2,0.15000000000000002,0.15000000000000002,0.000899691941752245,4,20,20,20,Adam | ||
1,0.8013513499015087,0.30000000000000004,0.15000000000000002,0.15000000000000002,0.024987751386014653,6,24,16,4,SGD | ||
43,0.8027026975477064,0.30000000000000004,0.1,0.2,0.0020380248988844715,8,8,8,24,RMSprop | ||
47,0.8027027011723131,0.35,0.1,0.2,0.00542460045550549,6,8,12,32,RMSprop | ||
39,0.8040540508321814,0.25,0.1,0.2,0.004739744505671847,6,4,16,28,RMSprop | ||
68,0.80540540250572,0.1,0.15000000000000002,0.15000000000000002,0.007544189457298131,6,12,20,32,Adam | ||
90,0.8067567533737904,0.2,0.1,0.15000000000000002,0.0020866086241112273,10,16,28,24,RMSprop | ||
27,0.8067567557901949,0.25,0.1,0.15000000000000002,0.003641521741061834,6,16,12,12,RMSprop | ||
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65,0.8081081074637335,0.25,0.1,0.15000000000000002,0.001162367227392039,8,12,16,24,RMSprop | ||
82,0.8094594551099313,0.25,0.1,0.2,0.0016432940541465338,8,8,32,24,RMSprop | ||
37,0.8108108104080767,0.25,0.1,0.15000000000000002,0.0019123839405334585,6,8,16,28,RMSprop | ||
84,0.8121621576515404,0.25,0.1,0.15000000000000002,0.0027110448315126132,8,8,28,24,RMSprop | ||
17,0.8148648609986177,0.15000000000000002,0.2,0.15000000000000002,0.0026605400670429197,4,4,12,12,Adam | ||
57,0.8162162126721563,0.25,0.1,0.25,0.0033986092396969822,6,8,12,32,RMSprop |
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1,435 changes: 523 additions & 912 deletions
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notebooks/1_1d_CNN_model_training_with_hyper_opt.ipynb
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