NN4N: Neural Network for Numerics
Android App
Embedded Files
Ex2(Classification): if((ax^2+b)>0,1,0)
Training Data File
a ,b ,x ,"Ex2: if((ax^2+b)>0,1,0)"
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Neural Network File
Neural Network for Numerics
Ver.1.0.42 : Corp Edition
// -----------------------------------------------------------------------------------------------
// TRAINING DATA ---------------------------------------------------------------------------------
FILE Ex2_Classification
SIZE 275
// -----------------------------------------------------------------------------------------------
// NEURAL NETWORK STRUCTURE ----------------------------------------------------------------------
3-9-9-9-1(Classification)
// -----------------------------------------------------------------------------------------------
// TRAINING RESULTS ------------------------------------------------------------------------------
DATE 2024-05-27 14:24:27
EPOCH 1145650
COST 1.0000E-03 (Lowest Cost)
// -----------------------------------------------------------------------------------------------
// NEURAL NETWORK (Lowest Cost) -----------------------------------------------------------------
NEURON ,ITEM ,MAX ,MIN ,MEAN ,STDEVS ,MAE ,BIAS ,WEIGHT01 ,WEIGHT02 ,WEIGHT03 ,WEIGHT04 ,WEIGHT05 ,WEIGHT06 ,WEIGHT07 ,WEIGHT08 ,WEIGHT09 ,INPUT,OUTPUT
IL_01 ,a , 2.0000000E+00, 0.0000000E+00, 1.0000000E+00, 7.0839595E-01, , , , , , , , , , , ,1.0000000000000024,"=(RC[-1]-RC[-14])/RC[-13]/MAX(ABS((RC[-16]-RC[-14])/RC[-13]),ABS((RC[-15]-RC[-14])/RC[-13]))"
IL_02 ,b , 1.0000000E+00,-1.0000000E+00,-8.6736174E-19, 7.0839595E-01, , , , , , , , , , , ,-8.673617379884035E-19,"=(RC[-1]-RC[-14])/RC[-13]/MAX(ABS((RC[-16]-RC[-14])/RC[-13]),ABS((RC[-15]-RC[-14])/RC[-13]))"
IL_03 ,x , 1.0000000E+00,-1.0000000E+00, 4.3368087E-19, 6.3360860E-01, , , , , , , , , , , ,4.3368086899420177E-19,"=(RC[-1]-RC[-14])/RC[-13]/MAX(ABS((RC[-16]-RC[-14])/RC[-13]),ABS((RC[-15]-RC[-14])/RC[-13]))"
HL101 , , , , , , ,-2.7201628E-01,-8.7485803E-02, 1.4762539E+00,-4.4788243E+00, , , , , , ,"=RC[-10]+MMULT(RC[-9]:RC[-7],R[-3]C[1]:R[-1]C[1])/3",=2*TANH(RC[-1])
HL102 , , , , , , ,-3.1347369E-01,-6.1048617E-01, 4.1801549E-01, 1.5833473E+00, , , , , , ,"=RC[-10]+MMULT(RC[-9]:RC[-7],R[-4]C[1]:R[-2]C[1])/3",=2*TANH(RC[-1])
HL103 , , , , , , ,-9.6602509E-02,-7.4307310E-02, 3.7241216E+00, 5.1914561E+00, , , , , , ,"=RC[-10]+MMULT(RC[-9]:RC[-7],R[-5]C[1]:R[-3]C[1])/3",=2*TANH(RC[-1])
HL104 , , , , , , ,-6.4710727E-01,-1.1662573E+00,-5.0680871E-01, 1.0391767E+00, , , , , , ,"=RC[-10]+MMULT(RC[-9]:RC[-7],R[-6]C[1]:R[-4]C[1])/3",=2*TANH(RC[-1])
HL105 , , , , , , , 9.6144527E-01,-7.6816852E-01, 1.7563185E+00,-1.5577047E+00, , , , , , ,"=RC[-10]+MMULT(RC[-9]:RC[-7],R[-7]C[1]:R[-5]C[1])/3",=2*TANH(RC[-1])
HL106 , , , , , , ,-1.0402471E-01, 4.7981747E-01, 7.2303319E-01, 1.5277728E+00, , , , , , ,"=RC[-10]+MMULT(RC[-9]:RC[-7],R[-8]C[1]:R[-6]C[1])/3",=2*TANH(RC[-1])
HL107 , , , , , , ,-1.9009524E-01, 1.1961445E-01, 1.4085857E+00,-3.8591838E+00, , , , , , ,"=RC[-10]+MMULT(RC[-9]:RC[-7],R[-9]C[1]:R[-7]C[1])/3",=2*TANH(RC[-1])
HL108 , , , , , , , 4.4077356E-01, 3.7476962E+00, 2.0258378E+00,-1.7686357E-01, , , , , , ,"=RC[-10]+MMULT(RC[-9]:RC[-7],R[-10]C[1]:R[-8]C[1])/3",=2*TANH(RC[-1])
HL109 , , , , , , ,-8.5477868E-03, 4.9859167E-01, 3.1378384E+00,-2.2195619E+00, , , , , , ,"=RC[-10]+MMULT(RC[-9]:RC[-7],R[-11]C[1]:R[-9]C[1])/3",=2*TANH(RC[-1])
HL201 , , , , , , , 1.4213826E+00, 2.1371243E+00,-6.6981504E+00, 8.1042141E+00, 2.0580497E+00,-6.9980516E+00,-6.6282510E+00, 7.7942100E-01,-3.7031560E+00, 4.3937870E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-9]C[1]:R[-1]C[1])/9",=2*TANH(RC[-1])
HL202 , , , , , , ,-1.8182682E+00,-4.1912632E+00,-4.0750863E+00, 2.1902123E+00, 6.7317438E+00,-4.4251227E+00,-4.9217333E-01,-4.1907597E+00, 1.6423421E-01,-4.0826199E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-10]C[1]:R[-2]C[1])/9",=2*TANH(RC[-1])
HL203 , , , , , , , 4.5674974E-01, 4.2591930E+00,-2.6090758E+00,-8.6982769E+00,-4.5472298E+00,-7.3272508E-01,-4.6606674E+00, 4.3116417E+00, 4.3750453E-01, 6.2500663E-01,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-11]C[1]:R[-3]C[1])/9",=2*TANH(RC[-1])
HL204 , , , , , , ,-1.8699770E-01,-7.9014392E-01,-1.7214802E-01,-4.8630567E+00, 4.2895064E+00, 2.2110859E+00, 1.8759018E+00,-6.3629627E-01,-2.7279327E+00,-2.6207566E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-12]C[1]:R[-4]C[1])/9",=2*TANH(RC[-1])
HL205 , , , , , , , 6.3698197E-02,-7.9103592E+00, 7.2664543E+00,-3.4907068E-01,-6.9056508E-01,-2.8008260E-01, 1.0546006E+00,-7.8651912E+00, 4.0873793E+00, 1.5340716E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-13]C[1]:R[-5]C[1])/9",=2*TANH(RC[-1])
HL206 , , , , , , , 2.7295222E-01,-2.8841143E-01, 2.2634113E+00, 1.5951261E+00, 2.8030984E-01, 7.1061561E+00, 7.3113362E+00, 2.5949626E+00, 8.2939830E+00,-4.7335785E-02,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-14]C[1]:R[-6]C[1])/9",=2*TANH(RC[-1])
HL207 , , , , , , ,-3.5627627E-01,-2.5459590E+00,-7.4225605E-01,-2.5580550E+00,-9.3807335E-03, 5.4940009E-01, 4.1944332E+00,-1.1944851E+00, 7.5747542E-01,-7.3020112E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-15]C[1]:R[-7]C[1])/9",=2*TANH(RC[-1])
HL208 , , , , , , ,-9.8064445E-02, 7.3038401E+00, 7.9089411E-01, 1.6752513E-01,-2.1951266E+00, 4.2570736E+00,-8.4535589E-03, 7.2814272E+00,-6.8221384E+00, 2.1595225E-01,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-16]C[1]:R[-8]C[1])/9",=2*TANH(RC[-1])
HL209 , , , , , , , 4.7100252E-01, 1.4592135E+00, 4.0415340E+00, 4.4001194E+00,-7.5077255E+00,-2.1184588E+00,-2.0745016E+00,-1.4522559E+00, 3.1795305E+00, 7.4318848E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-17]C[1]:R[-9]C[1])/9",=2*TANH(RC[-1])
HL301 , , , , , , ,-1.4440229E+00, 2.0554170E+00, 7.1877189E+00, 6.8745651E+00, 6.9771796E+00,-7.1158520E-01,-6.9101219E-01, 4.1385252E+00, 7.0339721E-01,-6.9488053E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-9]C[1]:R[-1]C[1])/9",=2*TANH(RC[-1])
HL302 , , , , , , , 8.2464334E-01, 4.4244058E+00, 3.9967031E+00,-5.9674558E+00,-8.0645495E+00,-5.5205410E+00, 2.1793614E+00,-4.8549740E+00, 9.9904261E-01, 1.4443504E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-10]C[1]:R[-2]C[1])/9",=2*TANH(RC[-1])
HL303 , , , , , , ,-8.8915249E-01, 7.0013197E+00, 9.5950470E-01, 3.1682160E-01,-1.7273669E+00,-2.2652520E+00,-7.5605058E+00,-1.9917406E+00,-6.9929234E+00, 3.6285890E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-11]C[1]:R[-3]C[1])/9",=2*TANH(RC[-1])
HL304 , , , , , , , 2.1223481E-02,-7.7587096E-01,-7.0005320E+00, 4.1123786E+00, 2.0871175E+00, 4.1317083E+00, 7.0191228E+00, 7.0064820E+00, 6.9970092E+00,-2.0858815E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-12]C[1]:R[-4]C[1])/9",=2*TANH(RC[-1])
HL305 , , , , , , , 1.5923157E-01,-6.8241241E+00,-1.2998145E+00, 1.0898727E-01,-1.4883844E+00, 6.0968714E+00, 3.2875336E+00,-2.5787437E-01, 5.1102713E+00, 8.2318717E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-13]C[1]:R[-5]C[1])/9",=2*TANH(RC[-1])
HL306 , , , , , , , 4.4014607E-01,-1.1220324E+00,-9.6037435E-01, 4.6199349E+00, 4.3071415E+00, 2.1524723E+00,-4.3097385E+00,-5.5234576E-01,-4.9832835E+00,-4.3038043E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-14]C[1]:R[-6]C[1])/9",=2*TANH(RC[-1])
HL307 , , , , , , ,-7.3166966E-01, 1.0968613E+00,-1.9075105E+00,-7.7125732E+00, 6.1117747E-01,-2.0824972E-01, 1.6123128E-01,-1.7766265E-01,-7.0538789E-01, 2.3054438E+00,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-15]C[1]:R[-7]C[1])/9",=2*TANH(RC[-1])
HL308 , , , , , , ,-2.4540650E-01,-4.9145614E+00,-4.1604971E+00, 4.3450599E-01, 1.3272471E+00, 3.6708980E+00,-3.8316405E+00, 3.1527603E+00, 1.0562960E+00,-8.6972840E-01,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-16]C[1]:R[-8]C[1])/9",=2*TANH(RC[-1])
HL309 , , , , , , , 7.6546134E-01,-2.2124124E+00, 1.8458235E+00, 1.4373445E+00,-4.1062953E+00,-7.1057938E+00, 4.1502964E+00,-7.1145396E+00,-1.8569242E+00,-7.3307039E-01,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-17]C[1]:R[-9]C[1])/9",=2*TANH(RC[-1])
OL_01_C ,"Ex2: if((ax^2+b)>0,1,0)", , , , , 1.3045565E-02,-1.0472566E+00, 1.6039107E+00, 1.0359242E+01,-2.6776199E+00,-3.5840686E-02, 8.8701112E+00,-8.2744006E+00, 4.4828906E+00,-9.2396421E+00,-9.9549639E-01,"=RC[-10]+MMULT(RC[-9]:RC[-1],R[-9]C[1]:R[-1]C[1])/9","=1/(1+EXP(-RC[-1]))"
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