Linear Regression
import numpy as np
import tensorflow as tf
import matplotlib.pyplot as plt
Linear regression: $y = Wx + b$
W = tf.Variable(tf.zeros([1,1]))
x = tf.placeholder(tf.float32,[None, 1])
b = tf.Variable(tf.zeros([1]))
product = tf.matmul(x,W)
y = product + b
y_ = tf.placeholder(tf.float32,[None, 1])
Cost function: $\dfrac{\sum \left( y__{i} - y_{i} \right)^2}{n}$
cost = tf.reduce_mean(tf.square(y_-y))
Gradient Descent for minimizing cost
train_step = tf.train.GradientDescentOptimizer(0.0000001).minimize(cost)
Running the graph for training
with tf.Session() as sess:
init_op = tf.global_variables_initializer()
sess.run(init_op)
steps = 1000
for i in range(steps):
# Create fake data for y = W.x + b where W = 2, b = 0
xs = np.array([[i]])
ys = np.array([[2*i]])
# Train
feed = { x: xs, y_: ys }
sess.run(train_step, feed_dict=feed)
print("After %d iteration:" % i)
print("W: %f" % sess.run(W))
print("b: %f" % sess.run(b))
print("cost: %f" % sess.run(cost, feed_dict=feed))
After 0 iteration:
W: 0.000000
b: 0.000000
cost: 0.000000
After 1 iteration:
W: 0.000000
b: 0.000000
cost: 3.999997
After 2 iteration:
W: 0.000002
b: 0.000001
cost: 15.999958
After 3 iteration:
W: 0.000006
b: 0.000002
cost: 35.999771
After 4 iteration:
W: 0.000012
b: 0.000004
cost: 63.999168
After 5 iteration:
W: 0.000022
b: 0.000006
cost: 99.997673
After 6 iteration:
W: 0.000036
b: 0.000008
cost: 143.994553
After 7 iteration:
W: 0.000056
b: 0.000011
cost: 195.988708
After 8 iteration:
W: 0.000082
b: 0.000014
cost: 255.978638
After 9 iteration:
W: 0.000114
b: 0.000018
cost: 323.962433
After 10 iteration:
W: 0.000154
b: 0.000022
cost: 399.937531
After 11 iteration:
W: 0.000202
b: 0.000026
cost: 483.900879
After 12 iteration:
W: 0.000260
b: 0.000031
cost: 575.848755
After 13 iteration:
W: 0.000328
b: 0.000036
cost: 675.776672
After 14 iteration:
W: 0.000406
b: 0.000042
cost: 783.679382
After 15 iteration:
W: 0.000496
b: 0.000048
cost: 899.550903
After 16 iteration:
W: 0.000598
b: 0.000054
cost: 1023.383911
After 17 iteration:
W: 0.000714
b: 0.000061
cost: 1155.170898
After 18 iteration:
W: 0.000843
b: 0.000068
cost: 1294.902100
After 19 iteration:
W: 0.000988
b: 0.000076
cost: 1442.568115
After 20 iteration:
W: 0.001148
b: 0.000084
cost: 1598.157593
After 21 iteration:
W: 0.001324
b: 0.000092
cost: 1761.657471
After 22 iteration:
W: 0.001517
b: 0.000101
cost: 1933.054443
After 23 iteration:
W: 0.001729
b: 0.000110
cost: 2112.333008
After 24 iteration:
W: 0.001959
b: 0.000120
cost: 2299.477051
After 25 iteration:
W: 0.002209
b: 0.000130
cost: 2494.468018
After 26 iteration:
W: 0.002479
b: 0.000140
cost: 2697.286377
After 27 iteration:
W: 0.002770
b: 0.000151
cost: 2907.911377
After 28 iteration:
W: 0.003083
b: 0.000162
cost: 3126.319580
After 29 iteration:
W: 0.003419
b: 0.000174
cost: 3352.487549
After 30 iteration:
W: 0.003779
b: 0.000186
cost: 3586.387451
After 31 iteration:
W: 0.004162
b: 0.000198
cost: 3827.992188
After 32 iteration:
W: 0.004571
b: 0.000211
cost: 4077.271484
After 33 iteration:
W: 0.005006
b: 0.000224
cost: 4334.192871
After 34 iteration:
W: 0.005467
b: 0.000238
cost: 4598.723633
After 35 iteration:
W: 0.005956
b: 0.000252
cost: 4870.826172
After 36 iteration:
W: 0.006472
b: 0.000266
cost: 5150.462402
After 37 iteration:
W: 0.007018
b: 0.000281
cost: 5437.594238
After 38 iteration:
W: 0.007594
b: 0.000296
cost: 5732.176270
After 39 iteration:
W: 0.008200
b: 0.000312
cost: 6034.166016
After 40 iteration:
W: 0.008837
b: 0.000327
cost: 6343.513672
After 41 iteration:
W: 0.009507
b: 0.000344
cost: 6660.172363
After 42 iteration:
W: 0.010209
b: 0.000360
cost: 6984.088867
After 43 iteration:
W: 0.010945
b: 0.000378
cost: 7315.209961
After 44 iteration:
W: 0.011715
b: 0.000395
cost: 7653.475586
After 45 iteration:
W: 0.012520
b: 0.000413
cost: 7998.830078
After 46 iteration:
W: 0.013361
b: 0.000431
cost: 8351.208984
After 47 iteration:
W: 0.014239
b: 0.000450
cost: 8710.548828
After 48 iteration:
W: 0.015154
b: 0.000469
cost: 9076.780273
After 49 iteration:
W: 0.016107
b: 0.000488
cost: 9449.835938
After 50 iteration:
W: 0.017099
b: 0.000508
cost: 9829.639648
After 51 iteration:
W: 0.018131
b: 0.000529
cost: 10216.118164
After 52 iteration:
W: 0.019202
b: 0.000549
cost: 10609.191406
After 53 iteration:
W: 0.020315
b: 0.000570
cost: 11008.779297
After 54 iteration:
W: 0.021470
b: 0.000592
cost: 11414.794922
After 55 iteration:
W: 0.022667
b: 0.000613
cost: 11827.153320
After 56 iteration:
W: 0.023907
b: 0.000635
cost: 12245.762695
After 57 iteration:
W: 0.025191
b: 0.000658
cost: 12670.533203
After 58 iteration:
W: 0.026520
b: 0.000681
cost: 13101.362305
After 59 iteration:
W: 0.027894
b: 0.000704
cost: 13538.155273
After 60 iteration:
W: 0.029313
b: 0.000728
cost: 13980.808594
After 61 iteration:
W: 0.030780
b: 0.000752
cost: 14429.214844
After 62 iteration:
W: 0.032294
b: 0.000776
cost: 14883.268555
After 63 iteration:
W: 0.033856
b: 0.000801
cost: 15342.855469
After 64 iteration:
W: 0.035467
b: 0.000826
cost: 15807.861328
After 65 iteration:
W: 0.037127
b: 0.000852
cost: 16278.167969
After 66 iteration:
W: 0.038837
b: 0.000878
cost: 16753.656250
After 67 iteration:
W: 0.040597
b: 0.000904
cost: 17234.197266
After 68 iteration:
W: 0.042409
b: 0.000931
cost: 17719.666016
After 69 iteration:
W: 0.044273
b: 0.000958
cost: 18209.933594
After 70 iteration:
W: 0.046190
b: 0.000985
cost: 18704.861328
After 71 iteration:
W: 0.048160
b: 0.001013
cost: 19204.320312
After 72 iteration:
W: 0.050183
b: 0.001041
cost: 19708.160156
After 73 iteration:
W: 0.052262
b: 0.001069
cost: 20216.244141
After 74 iteration:
W: 0.054395
b: 0.001098
cost: 20728.423828
After 75 iteration:
W: 0.056583
b: 0.001127
cost: 21244.552734
After 76 iteration:
W: 0.058828
b: 0.001157
cost: 21764.474609
After 77 iteration:
W: 0.061130
b: 0.001187
cost: 22288.035156
After 78 iteration:
W: 0.063490
b: 0.001217
cost: 22815.076172
After 79 iteration:
W: 0.065907
b: 0.001248
cost: 23345.435547
After 80 iteration:
W: 0.068382
b: 0.001279
cost: 23878.945312
After 81 iteration:
W: 0.070917
b: 0.001310
cost: 24415.445312
After 82 iteration:
W: 0.073511
b: 0.001341
cost: 24954.757812
After 83 iteration:
W: 0.076165
b: 0.001373
cost: 25496.710938
After 84 iteration:
W: 0.078880
b: 0.001406
cost: 26041.132812
After 85 iteration:
W: 0.081656
b: 0.001438
cost: 26587.835938
After 86 iteration:
W: 0.084494
b: 0.001471
cost: 27136.650391
After 87 iteration:
W: 0.087394
b: 0.001505
cost: 27687.378906
After 88 iteration:
W: 0.090356
b: 0.001538
cost: 28239.843750
After 89 iteration:
W: 0.093381
b: 0.001572
cost: 28793.853516
After 90 iteration:
W: 0.096470
b: 0.001607
cost: 29349.210938
After 91 iteration:
W: 0.099622
b: 0.001641
cost: 29905.726562
After 92 iteration:
W: 0.102839
b: 0.001676
cost: 30463.203125
After 93 iteration:
W: 0.106121
b: 0.001712
cost: 31021.439453
After 94 iteration:
W: 0.109468
b: 0.001747
cost: 31580.234375
After 95 iteration:
W: 0.112880
b: 0.001783
cost: 32139.380859
After 96 iteration:
W: 0.116358
b: 0.001819
cost: 32698.683594
After 97 iteration:
W: 0.119903
b: 0.001856
cost: 33257.925781
After 98 iteration:
W: 0.123514
b: 0.001893
cost: 33816.894531
After 99 iteration:
W: 0.127193
b: 0.001930
cost: 34375.386719
After 100 iteration:
W: 0.130938
b: 0.001967
cost: 34933.187500
After 101 iteration:
W: 0.134751
b: 0.002005
cost: 35490.078125
After 102 iteration:
W: 0.138632
b: 0.002043
cost: 36045.847656
After 103 iteration:
W: 0.142582
b: 0.002082
cost: 36600.273438
After 104 iteration:
W: 0.146600
b: 0.002120
cost: 37153.140625
After 105 iteration:
W: 0.150687
b: 0.002159
cost: 37704.222656
After 106 iteration:
W: 0.154842
b: 0.002198
cost: 38253.304688
After 107 iteration:
W: 0.159067
b: 0.002238
cost: 38800.164062
After 108 iteration:
W: 0.163362
b: 0.002278
cost: 39344.570312
After 109 iteration:
W: 0.167726
b: 0.002318
cost: 39886.304688
After 110 iteration:
W: 0.172160
b: 0.002358
cost: 40425.140625
After 111 iteration:
W: 0.176664
b: 0.002398
cost: 40960.859375
After 112 iteration:
W: 0.181238
b: 0.002439
cost: 41493.230469
After 113 iteration:
W: 0.185883
b: 0.002480
cost: 42022.023438
After 114 iteration:
W: 0.190598
b: 0.002522
cost: 42547.011719
After 115 iteration:
W: 0.195384
b: 0.002563
cost: 43067.984375
After 116 iteration:
W: 0.200241
b: 0.002605
cost: 43584.699219
After 117 iteration:
W: 0.205168
b: 0.002647
cost: 44096.937500
After 118 iteration:
W: 0.210166
b: 0.002690
cost: 44604.472656
After 119 iteration:
W: 0.215235
b: 0.002732
cost: 45107.082031
After 120 iteration:
W: 0.220375
b: 0.002775
cost: 45604.535156
After 121 iteration:
W: 0.225586
b: 0.002818
cost: 46096.621094
After 122 iteration:
W: 0.230868
b: 0.002862
cost: 46583.109375
After 123 iteration:
W: 0.236221
b: 0.002905
cost: 47063.777344
After 124 iteration:
W: 0.241645
b: 0.002949
cost: 47538.410156
After 125 iteration:
W: 0.247140
b: 0.002993
cost: 48006.785156
After 126 iteration:
W: 0.252706
b: 0.003037
cost: 48468.695312
After 127 iteration:
W: 0.258342
b: 0.003081
cost: 48923.910156
After 128 iteration:
W: 0.264049
b: 0.003126
cost: 49372.222656
After 129 iteration:
W: 0.269826
b: 0.003171
cost: 49813.429688
After 130 iteration:
W: 0.275674
b: 0.003216
cost: 50247.308594
After 131 iteration:
W: 0.281592
b: 0.003261
cost: 50673.667969
After 132 iteration:
W: 0.287581
b: 0.003306
cost: 51092.292969
After 133 iteration:
W: 0.293639
b: 0.003352
cost: 51502.984375
After 134 iteration:
W: 0.299767
b: 0.003397
cost: 51905.542969
After 135 iteration:
W: 0.305964
b: 0.003443
cost: 52299.773438
After 136 iteration:
W: 0.312230
b: 0.003489
cost: 52685.484375
After 137 iteration:
W: 0.318566
b: 0.003536
cost: 53062.480469
After 138 iteration:
W: 0.324970
b: 0.003582
cost: 53430.585938
After 139 iteration:
W: 0.331442
b: 0.003629
cost: 53789.609375
After 140 iteration:
W: 0.337983
b: 0.003675
cost: 54139.367188
After 141 iteration:
W: 0.344592
b: 0.003722
cost: 54479.703125
After 142 iteration:
W: 0.351267
b: 0.003769
cost: 54810.429688
After 143 iteration:
W: 0.358010
b: 0.003816
cost: 55131.378906
After 144 iteration:
W: 0.364820
b: 0.003864
cost: 55442.390625
After 145 iteration:
W: 0.371696
b: 0.003911
cost: 55743.312500
After 146 iteration:
W: 0.378637
b: 0.003959
cost: 56033.988281
After 147 iteration:
W: 0.385644
b: 0.004006
cost: 56314.269531
After 148 iteration:
W: 0.392716
b: 0.004054
cost: 56584.000000
After 149 iteration:
W: 0.399853
b: 0.004102
cost: 56843.046875
After 150 iteration:
W: 0.407054
b: 0.004150
cost: 57091.281250
After 151 iteration:
W: 0.414318
b: 0.004198
cost: 57328.570312
After 152 iteration:
W: 0.421645
b: 0.004246
cost: 57554.781250
After 153 iteration:
W: 0.429034
b: 0.004295
cost: 57769.812500
After 154 iteration:
W: 0.436485
b: 0.004343
cost: 57973.531250
After 155 iteration:
W: 0.443998
b: 0.004392
cost: 58165.839844
After 156 iteration:
W: 0.451571
b: 0.004440
cost: 58346.632812
After 157 iteration:
W: 0.459204
b: 0.004489
cost: 58515.820312
After 158 iteration:
W: 0.466897
b: 0.004537
cost: 58673.300781
After 159 iteration:
W: 0.474649
b: 0.004586
cost: 58819.000000
After 160 iteration:
W: 0.482458
b: 0.004635
cost: 58952.835938
After 161 iteration:
W: 0.490325
b: 0.004684
cost: 59074.734375
After 162 iteration:
W: 0.498249
b: 0.004733
cost: 59184.625000
After 163 iteration:
W: 0.506229
b: 0.004782
cost: 59282.457031
After 164 iteration:
W: 0.514264
b: 0.004831
cost: 59368.175781
After 165 iteration:
W: 0.522354
b: 0.004880
cost: 59441.722656
After 166 iteration:
W: 0.530497
b: 0.004929
cost: 59503.078125
After 167 iteration:
W: 0.538694
b: 0.004978
cost: 59552.187500
After 168 iteration:
W: 0.546942
b: 0.005027
cost: 59589.042969
After 169 iteration:
W: 0.555242
b: 0.005076
cost: 59613.609375
After 170 iteration:
W: 0.563593
b: 0.005125
cost: 59625.867188
After 171 iteration:
W: 0.571993
b: 0.005174
cost: 59625.835938
After 172 iteration:
W: 0.580442
b: 0.005223
cost: 59613.480469
After 173 iteration:
W: 0.588939
b: 0.005273
cost: 59588.843750
After 174 iteration:
W: 0.597483
b: 0.005322
cost: 59551.906250
After 175 iteration:
W: 0.606073
b: 0.005371
cost: 59502.710938
After 176 iteration:
W: 0.614709
b: 0.005420
cost: 59441.277344
After 177 iteration:
W: 0.623389
b: 0.005469
cost: 59367.632812
After 178 iteration:
W: 0.632112
b: 0.005518
cost: 59281.816406
After 179 iteration:
W: 0.640877
b: 0.005567
cost: 59183.886719
After 180 iteration:
W: 0.649684
b: 0.005616
cost: 59073.906250
After 181 iteration:
W: 0.658532
b: 0.005665
cost: 58951.906250
After 182 iteration:
W: 0.667418
b: 0.005713
cost: 58817.964844
After 183 iteration:
W: 0.676343
b: 0.005762
cost: 58672.171875
After 184 iteration:
W: 0.685306
b: 0.005811
cost: 58514.589844
After 185 iteration:
W: 0.694305
b: 0.005860
cost: 58345.312500
After 186 iteration:
W: 0.703339
b: 0.005908
cost: 58164.441406
After 187 iteration:
W: 0.712407
b: 0.005957
cost: 57972.062500
After 188 iteration:
W: 0.721509
b: 0.006005
cost: 57768.281250
After 189 iteration:
W: 0.730642
b: 0.006053
cost: 57553.222656
After 190 iteration:
W: 0.739807
b: 0.006102
cost: 57327.000000
After 191 iteration:
W: 0.749001
b: 0.006150
cost: 57089.742188
After 192 iteration:
W: 0.758224
b: 0.006198
cost: 56841.578125
After 193 iteration:
W: 0.767475
b: 0.006246
cost: 56582.636719
After 194 iteration:
W: 0.776752
b: 0.006294
cost: 56313.066406
After 195 iteration:
W: 0.786055
b: 0.006341
cost: 56033.015625
After 196 iteration:
W: 0.795382
b: 0.006389
cost: 55742.636719
After 197 iteration:
W: 0.804731
b: 0.006436
cost: 55442.097656
After 198 iteration:
W: 0.814103
b: 0.006484
cost: 55131.558594
After 199 iteration:
W: 0.823495
b: 0.006531
cost: 54811.191406
After 200 iteration:
W: 0.832907
b: 0.006578
cost: 54481.164062
After 201 iteration:
W: 0.842337
b: 0.006625
cost: 54141.660156
After 202 iteration:
W: 0.851784
b: 0.006672
cost: 53792.867188
After 203 iteration:
W: 0.861247
b: 0.006718
cost: 53434.976562
After 204 iteration:
W: 0.870725
b: 0.006765
cost: 53068.167969
After 205 iteration:
W: 0.880216
b: 0.006811
cost: 52692.656250
After 206 iteration:
W: 0.889720
b: 0.006857
cost: 52308.644531
After 207 iteration:
W: 0.899235
b: 0.006903
cost: 51916.328125
After 208 iteration:
W: 0.908759
b: 0.006949
cost: 51515.921875
After 209 iteration:
W: 0.918292
b: 0.006994
cost: 51107.640625
After 210 iteration:
W: 0.927832
b: 0.007040
cost: 50691.695312
After 211 iteration:
W: 0.937379
b: 0.007085
cost: 50268.320312
After 212 iteration:
W: 0.946930
b: 0.007130
cost: 49837.726562
After 213 iteration:
W: 0.956485
b: 0.007175
cost: 49400.156250
After 214 iteration:
W: 0.966043
b: 0.007220
cost: 48955.824219
After 215 iteration:
W: 0.975601
b: 0.007264
cost: 48504.968750
After 216 iteration:
W: 0.985160
b: 0.007308
cost: 48047.828125
After 217 iteration:
W: 0.994717
b: 0.007352
cost: 47584.632812
After 218 iteration:
W: 1.004272
b: 0.007396
cost: 47115.625000
After 219 iteration:
W: 1.013823
b: 0.007440
cost: 46641.039062
After 220 iteration:
W: 1.023369
b: 0.007483
cost: 46161.128906
After 221 iteration:
W: 1.032908
b: 0.007526
cost: 45676.128906
After 222 iteration:
W: 1.042440
b: 0.007569
cost: 45186.285156
After 223 iteration:
W: 1.051964
b: 0.007612
cost: 44691.847656
After 224 iteration:
W: 1.061477
b: 0.007655
cost: 44193.058594
After 225 iteration:
W: 1.070979
b: 0.007697
cost: 43690.179688
After 226 iteration:
W: 1.080469
b: 0.007739
cost: 43183.433594
After 227 iteration:
W: 1.089945
b: 0.007780
cost: 42673.078125
After 228 iteration:
W: 1.099407
b: 0.007822
cost: 42159.371094
After 229 iteration:
W: 1.108852
b: 0.007863
cost: 41642.554688
After 230 iteration:
W: 1.118280
b: 0.007904
cost: 41122.871094
After 231 iteration:
W: 1.127689
b: 0.007945
cost: 40600.566406
After 232 iteration:
W: 1.137079
b: 0.007985
cost: 40075.890625
After 233 iteration:
W: 1.146448
b: 0.008026
cost: 39549.093750
After 234 iteration:
W: 1.155795
b: 0.008066
cost: 39020.402344
After 235 iteration:
W: 1.165119
b: 0.008105
cost: 38490.074219
After 236 iteration:
W: 1.174419
b: 0.008145
cost: 37958.355469
After 237 iteration:
W: 1.183693
b: 0.008184
cost: 37425.480469
After 238 iteration:
W: 1.192940
b: 0.008223
cost: 36891.671875
After 239 iteration:
W: 1.202160
b: 0.008261
cost: 36357.160156
After 240 iteration:
W: 1.211350
b: 0.008300
cost: 35822.214844
After 241 iteration:
W: 1.220511
b: 0.008338
cost: 35287.050781
After 242 iteration:
W: 1.229641
b: 0.008375
cost: 34751.875000
After 243 iteration:
W: 1.238738
b: 0.008413
cost: 34216.937500
After 244 iteration:
W: 1.247802
b: 0.008450
cost: 33682.453125
After 245 iteration:
W: 1.256832
b: 0.008487
cost: 33148.644531
After 246 iteration:
W: 1.265826
b: 0.008523
cost: 32615.710938
After 247 iteration:
W: 1.274784
b: 0.008560
cost: 32083.884766
After 248 iteration:
W: 1.283705
b: 0.008595
cost: 31553.361328
After 249 iteration:
W: 1.292586
b: 0.008631
cost: 31024.369141
After 250 iteration:
W: 1.301429
b: 0.008667
cost: 30497.099609
After 251 iteration:
W: 1.310230
b: 0.008702
cost: 29971.748047
After 252 iteration:
W: 1.318990
b: 0.008736
cost: 29448.509766
After 253 iteration:
W: 1.327708
b: 0.008771
cost: 28927.576172
After 254 iteration:
W: 1.336382
b: 0.008805
cost: 28409.119141
After 255 iteration:
W: 1.345012
b: 0.008839
cost: 27893.341797
After 256 iteration:
W: 1.353597
b: 0.008872
cost: 27380.421875
After 257 iteration:
W: 1.362135
b: 0.008906
cost: 26870.531250
After 258 iteration:
W: 1.370627
b: 0.008938
cost: 26363.826172
After 259 iteration:
W: 1.379070
b: 0.008971
cost: 25860.474609
After 260 iteration:
W: 1.387464
b: 0.009003
cost: 25360.640625
After 261 iteration:
W: 1.395809
b: 0.009035
cost: 24864.482422
After 262 iteration:
W: 1.404104
b: 0.009067
cost: 24372.138672
After 263 iteration:
W: 1.412347
b: 0.009098
cost: 23883.765625
After 264 iteration:
W: 1.420538
b: 0.009129
cost: 23399.494141
After 265 iteration:
W: 1.428676
b: 0.009160
cost: 22919.462891
After 266 iteration:
W: 1.436760
b: 0.009190
cost: 22443.812500
After 267 iteration:
W: 1.444790
b: 0.009221
cost: 21972.660156
After 268 iteration:
W: 1.452765
b: 0.009250
cost: 21506.123047
After 269 iteration:
W: 1.460684
b: 0.009280
cost: 21044.324219
After 270 iteration:
W: 1.468547
b: 0.009309
cost: 20587.363281
After 271 iteration:
W: 1.476353
b: 0.009338
cost: 20135.347656
After 272 iteration:
W: 1.484100
b: 0.009366
cost: 19688.384766
After 273 iteration:
W: 1.491790
b: 0.009394
cost: 19246.566406
After 274 iteration:
W: 1.499420
b: 0.009422
cost: 18809.970703
After 275 iteration:
W: 1.506991
b: 0.009450
cost: 18378.697266
After 276 iteration:
W: 1.514501
b: 0.009477
cost: 17952.810547
After 277 iteration:
W: 1.521951
b: 0.009504
cost: 17532.408203
After 278 iteration:
W: 1.529340
b: 0.009530
cost: 17117.531250
After 279 iteration:
W: 1.536667
b: 0.009557
cost: 16708.259766
After 280 iteration:
W: 1.543931
b: 0.009583
cost: 16304.651367
After 281 iteration:
W: 1.551133
b: 0.009608
cost: 15906.760742
After 282 iteration:
W: 1.558272
b: 0.009634
cost: 15514.630859
After 283 iteration:
W: 1.565347
b: 0.009659
cost: 15128.332031
After 284 iteration:
W: 1.572358
b: 0.009683
cost: 14747.867188
After 285 iteration:
W: 1.579304
b: 0.009708
cost: 14373.293945
After 286 iteration:
W: 1.586186
b: 0.009732
cost: 14004.628906
After 287 iteration:
W: 1.593002
b: 0.009755
cost: 13641.916016
After 288 iteration:
W: 1.599753
b: 0.009779
cost: 13285.165039
After 289 iteration:
W: 1.606439
b: 0.009802
cost: 12934.390625
After 290 iteration:
W: 1.613058
b: 0.009825
cost: 12589.616211
After 291 iteration:
W: 1.619610
b: 0.009847
cost: 12250.837891
After 292 iteration:
W: 1.626097
b: 0.009870
cost: 11918.072266
After 293 iteration:
W: 1.632516
b: 0.009891
cost: 11591.313477
After 294 iteration:
W: 1.638868
b: 0.009913
cost: 11270.555664
After 295 iteration:
W: 1.645153
b: 0.009934
cost: 10955.786133
After 296 iteration:
W: 1.651371
b: 0.009955
cost: 10647.017578
After 297 iteration:
W: 1.657520
b: 0.009976
cost: 10344.202148
After 298 iteration:
W: 1.663603
b: 0.009996
cost: 10047.339844
After 299 iteration:
W: 1.669617
b: 0.010017
cost: 9756.415039
After 300 iteration:
W: 1.675563
b: 0.010036
cost: 9471.385742
After 301 iteration:
W: 1.681441
b: 0.010056
cost: 9192.226562
After 302 iteration:
W: 1.687251
b: 0.010075
cost: 8918.914062
After 303 iteration:
W: 1.692994
b: 0.010094
cost: 8651.395508
After 304 iteration:
W: 1.698667
b: 0.010113
cost: 8389.638672
After 305 iteration:
W: 1.704273
b: 0.010131
cost: 8133.620117
After 306 iteration:
W: 1.709811
b: 0.010149
cost: 7883.280762
After 307 iteration:
W: 1.715280
b: 0.010167
cost: 7638.550781
After 308 iteration:
W: 1.720681
b: 0.010185
cost: 7399.433105
After 309 iteration:
W: 1.726015
b: 0.010202
cost: 7165.843750
After 310 iteration:
W: 1.731280
b: 0.010219
cost: 6937.729004
After 311 iteration:
W: 1.736477
b: 0.010236
cost: 6715.024414
After 312 iteration:
W: 1.741607
b: 0.010252
cost: 6497.694336
After 313 iteration:
W: 1.746670
b: 0.010268
cost: 6285.661621
After 314 iteration:
W: 1.751664
b: 0.010284
cost: 6078.869141
After 315 iteration:
W: 1.756592
b: 0.010300
cost: 5877.247559
After 316 iteration:
W: 1.761452
b: 0.010315
cost: 5680.746582
After 317 iteration:
W: 1.766246
b: 0.010330
cost: 5489.277832
After 318 iteration:
W: 1.770973
b: 0.010345
cost: 5302.789062
After 319 iteration:
W: 1.775634
b: 0.010360
cost: 5121.191406
After 320 iteration:
W: 1.780228
b: 0.010374
cost: 4944.439941
After 321 iteration:
W: 1.784756
b: 0.010388
cost: 4772.436523
After 322 iteration:
W: 1.789219
b: 0.010402
cost: 4605.126953
After 323 iteration:
W: 1.793617
b: 0.010416
cost: 4442.413086
After 324 iteration:
W: 1.797949
b: 0.010429
cost: 4284.239258
After 325 iteration:
W: 1.802217
b: 0.010442
cost: 4130.525391
After 326 iteration:
W: 1.806420
b: 0.010455
cost: 3981.190918
After 327 iteration:
W: 1.810559
b: 0.010468
cost: 3836.155518
After 328 iteration:
W: 1.814635
b: 0.010480
cost: 3695.347168
After 329 iteration:
W: 1.818647
b: 0.010492
cost: 3558.686035
After 330 iteration:
W: 1.822596
b: 0.010504
cost: 3426.100098
After 331 iteration:
W: 1.826482
b: 0.010516
cost: 3297.496094
After 332 iteration:
W: 1.830307
b: 0.010528
cost: 3172.802734
After 333 iteration:
W: 1.834070
b: 0.010539
cost: 3051.928467
After 334 iteration:
W: 1.837771
b: 0.010550
cost: 2934.810303
After 335 iteration:
W: 1.841412
b: 0.010561
cost: 2821.370850
After 336 iteration:
W: 1.844992
b: 0.010571
cost: 2711.514404
After 337 iteration:
W: 1.848512
b: 0.010582
cost: 2605.178955
After 338 iteration:
W: 1.851972
b: 0.010592
cost: 2502.270996
After 339 iteration:
W: 1.855374
b: 0.010602
cost: 2402.722900
After 340 iteration:
W: 1.858717
b: 0.010612
cost: 2306.461670
After 341 iteration:
W: 1.862002
b: 0.010622
cost: 2213.396973
After 342 iteration:
W: 1.865229
b: 0.010631
cost: 2123.452393
After 343 iteration:
W: 1.868400
b: 0.010640
cost: 2036.563110
After 344 iteration:
W: 1.871514
b: 0.010649
cost: 1952.643066
After 345 iteration:
W: 1.874571
b: 0.010658
cost: 1871.613281
After 346 iteration:
W: 1.877574
b: 0.010667
cost: 1793.416992
After 347 iteration:
W: 1.880521
b: 0.010675
cost: 1717.971924
After 348 iteration:
W: 1.883414
b: 0.010684
cost: 1645.202515
After 349 iteration:
W: 1.886254
b: 0.010692
cost: 1575.039551
After 350 iteration:
W: 1.889040
b: 0.010700
cost: 1507.410034
After 351 iteration:
W: 1.891773
b: 0.010708
cost: 1442.247070
After 352 iteration:
W: 1.894454
b: 0.010715
cost: 1379.475952
After 353 iteration:
W: 1.897084
b: 0.010723
cost: 1319.041016
After 354 iteration:
W: 1.899663
b: 0.010730
cost: 1260.865479
After 355 iteration:
W: 1.902191
b: 0.010737
cost: 1204.891602
After 356 iteration:
W: 1.904669
b: 0.010744
cost: 1151.041504
After 357 iteration:
W: 1.907099
b: 0.010751
cost: 1099.260010
After 358 iteration:
W: 1.909479
b: 0.010758
cost: 1049.484741
After 359 iteration:
W: 1.911812
b: 0.010764
cost: 1001.650635
After 360 iteration:
W: 1.914097
b: 0.010770
cost: 955.701904
After 361 iteration:
W: 1.916335
b: 0.010777
cost: 911.568909
After 362 iteration:
W: 1.918527
b: 0.010783
cost: 869.209595
After 363 iteration:
W: 1.920673
b: 0.010789
cost: 828.560608
After 364 iteration:
W: 1.922775
b: 0.010794
cost: 789.564026
After 365 iteration:
W: 1.924832
b: 0.010800
cost: 752.166809
After 366 iteration:
W: 1.926845
b: 0.010805
cost: 716.313721
After 367 iteration:
W: 1.928815
b: 0.010811
cost: 681.954468
After 368 iteration:
W: 1.930742
b: 0.010816
cost: 649.036560
After 369 iteration:
W: 1.932627
b: 0.010821
cost: 617.512207
After 370 iteration:
W: 1.934471
b: 0.010826
cost: 587.331543
After 371 iteration:
W: 1.936274
b: 0.010831
cost: 558.449219
After 372 iteration:
W: 1.938037
b: 0.010836
cost: 530.812439
After 373 iteration:
W: 1.939760
b: 0.010840
cost: 504.384033
After 374 iteration:
W: 1.941445
b: 0.010845
cost: 479.116638
After 375 iteration:
W: 1.943091
b: 0.010849
cost: 454.969635
After 376 iteration:
W: 1.944699
b: 0.010854
cost: 431.900940
After 377 iteration:
W: 1.946270
b: 0.010858
cost: 409.869720
After 378 iteration:
W: 1.947805
b: 0.010862
cost: 388.833923
After 379 iteration:
W: 1.949304
b: 0.010866
cost: 368.757660
After 380 iteration:
W: 1.950767
b: 0.010870
cost: 349.603729
After 381 iteration:
W: 1.952195
b: 0.010873
cost: 331.338196
After 382 iteration:
W: 1.953590
b: 0.010877
cost: 313.921661
After 383 iteration:
W: 1.954951
b: 0.010880
cost: 297.322510
After 384 iteration:
W: 1.956278
b: 0.010884
cost: 281.509979
After 385 iteration:
W: 1.957574
b: 0.010887
cost: 266.450226
After 386 iteration:
W: 1.958837
b: 0.010891
cost: 252.112534
After 387 iteration:
W: 1.960069
b: 0.010894
cost: 238.467194
After 388 iteration:
W: 1.961271
b: 0.010897
cost: 225.483658
After 389 iteration:
W: 1.962442
b: 0.010900
cost: 213.137894
After 390 iteration:
W: 1.963583
b: 0.010903
cost: 201.399475
After 391 iteration:
W: 1.964696
b: 0.010906
cost: 190.244308
After 392 iteration:
W: 1.965780
b: 0.010908
cost: 179.647354
After 393 iteration:
W: 1.966836
b: 0.010911
cost: 169.582901
After 394 iteration:
W: 1.967865
b: 0.010914
cost: 160.027756
After 395 iteration:
W: 1.968867
b: 0.010916
cost: 150.959564
After 396 iteration:
W: 1.969843
b: 0.010919
cost: 142.358215
After 397 iteration:
W: 1.970792
b: 0.010921
cost: 134.200012
After 398 iteration:
W: 1.971717
b: 0.010923
cost: 126.466385
After 399 iteration:
W: 1.972617
b: 0.010926
cost: 119.139412
After 400 iteration:
W: 1.973492
b: 0.010928
cost: 112.196503
After 401 iteration:
W: 1.974344
b: 0.010930
cost: 105.623795
After 402 iteration:
W: 1.975172
b: 0.010932
cost: 99.400314
After 403 iteration:
W: 1.975978
b: 0.010934
cost: 93.510933
After 404 iteration:
W: 1.976761
b: 0.010936
cost: 87.940987
After 405 iteration:
W: 1.977522
b: 0.010938
cost: 82.674088
After 406 iteration:
W: 1.978263
b: 0.010940
cost: 77.694580
After 407 iteration:
W: 1.978982
b: 0.010941
cost: 72.990662
After 408 iteration:
W: 1.979681
b: 0.010943
cost: 68.547768
After 409 iteration:
W: 1.980360
b: 0.010945
cost: 64.353027
After 410 iteration:
W: 1.981019
b: 0.010946
cost: 60.393124
After 411 iteration:
W: 1.981659
b: 0.010948
cost: 56.656311
After 412 iteration:
W: 1.982281
b: 0.010950
cost: 53.133102
After 413 iteration:
W: 1.982885
b: 0.010951
cost: 49.810822
After 414 iteration:
W: 1.983471
b: 0.010952
cost: 46.679989
After 415 iteration:
W: 1.984039
b: 0.010954
cost: 43.729839
After 416 iteration:
W: 1.984591
b: 0.010955
cost: 40.952499
After 417 iteration:
W: 1.985126
b: 0.010956
cost: 38.336536
After 418 iteration:
W: 1.985644
b: 0.010958
cost: 35.875595
After 419 iteration:
W: 1.986148
b: 0.010959
cost: 33.560608
After 420 iteration:
W: 1.986635
b: 0.010960
cost: 31.383657
After 421 iteration:
W: 1.987108
b: 0.010961
cost: 29.337852
After 422 iteration:
W: 1.987566
b: 0.010962
cost: 27.415297
After 423 iteration:
W: 1.988011
b: 0.010963
cost: 25.609135
After 424 iteration:
W: 1.988441
b: 0.010964
cost: 23.914034
After 425 iteration:
W: 1.988857
b: 0.010965
cost: 22.322510
After 426 iteration:
W: 1.989261
b: 0.010966
cost: 20.829218
After 427 iteration:
W: 1.989651
b: 0.010967
cost: 19.429026
After 428 iteration:
W: 1.990030
b: 0.010968
cost: 18.115976
After 429 iteration:
W: 1.990396
b: 0.010969
cost: 16.885458
After 430 iteration:
W: 1.990750
b: 0.010970
cost: 15.733541
After 431 iteration:
W: 1.991093
b: 0.010970
cost: 14.654074
After 432 iteration:
W: 1.991424
b: 0.010971
cost: 13.644059
After 433 iteration:
W: 1.991745
b: 0.010972
cost: 12.698365
After 434 iteration:
W: 1.992055
b: 0.010973
cost: 11.814308
After 435 iteration:
W: 1.992355
b: 0.010973
cost: 10.987622
After 436 iteration:
W: 1.992644
b: 0.010974
cost: 10.215094
After 437 iteration:
W: 1.992924
b: 0.010975
cost: 9.492898
After 438 iteration:
W: 1.993195
b: 0.010975
cost: 8.818913
After 439 iteration:
W: 1.993456
b: 0.010976
cost: 8.189644
After 440 iteration:
W: 1.993708
b: 0.010976
cost: 7.602500
After 441 iteration:
W: 1.993952
b: 0.010977
cost: 7.054691
After 442 iteration:
W: 1.994188
b: 0.010978
cost: 6.543903
After 443 iteration:
W: 1.994415
b: 0.010978
cost: 6.067634
After 444 iteration:
W: 1.994634
b: 0.010979
cost: 5.624112
After 445 iteration:
W: 1.994846
b: 0.010979
cost: 5.210787
After 446 iteration:
W: 1.995050
b: 0.010979
cost: 4.826099
After 447 iteration:
W: 1.995247
b: 0.010980
cost: 4.468280
After 448 iteration:
W: 1.995436
b: 0.010980
cost: 4.135404
After 449 iteration:
W: 1.995619
b: 0.010981
cost: 3.825672
After 450 iteration:
W: 1.995796
b: 0.010981
cost: 3.537862
After 451 iteration:
W: 1.995966
b: 0.010982
cost: 3.270570
After 452 iteration:
W: 1.996130
b: 0.010982
cost: 3.022258
After 453 iteration:
W: 1.996287
b: 0.010982
cost: 2.791698
After 454 iteration:
W: 1.996439
b: 0.010983
cost: 2.577726
After 455 iteration:
W: 1.996586
b: 0.010983
cost: 2.379246
After 456 iteration:
W: 1.996727
b: 0.010983
cost: 2.195223
After 457 iteration:
W: 1.996862
b: 0.010983
cost: 2.024680
After 458 iteration:
W: 1.996993
b: 0.010984
cost: 1.866532
After 459 iteration:
W: 1.997119
b: 0.010984
cost: 1.720094
After 460 iteration:
W: 1.997240
b: 0.010984
cost: 1.584550
After 461 iteration:
W: 1.997356
b: 0.010985
cost: 1.459135
After 462 iteration:
W: 1.997468
b: 0.010985
cost: 1.343132
After 463 iteration:
W: 1.997575
b: 0.010985
cost: 1.235729
After 464 iteration:
W: 1.997679
b: 0.010985
cost: 1.136572
After 465 iteration:
W: 1.997778
b: 0.010985
cost: 1.044927
After 466 iteration:
W: 1.997874
b: 0.010986
cost: 0.960242
After 467 iteration:
W: 1.997965
b: 0.010986
cost: 0.882228
After 468 iteration:
W: 1.998053
b: 0.010986
cost: 0.810154
After 469 iteration:
W: 1.998138
b: 0.010986
cost: 0.743569
After 470 iteration:
W: 1.998219
b: 0.010986
cost: 0.682358
After 471 iteration:
W: 1.998297
b: 0.010987
cost: 0.625802
After 472 iteration:
W: 1.998372
b: 0.010987
cost: 0.573725
After 473 iteration:
W: 1.998444
b: 0.010987
cost: 0.525855
After 474 iteration:
W: 1.998513
b: 0.010987
cost: 0.481679
After 475 iteration:
W: 1.998579
b: 0.010987
cost: 0.441060
After 476 iteration:
W: 1.998642
b: 0.010987
cost: 0.403703
After 477 iteration:
W: 1.998703
b: 0.010987
cost: 0.369332
After 478 iteration:
W: 1.998761
b: 0.010988
cost: 0.337837
After 479 iteration:
W: 1.998817
b: 0.010988
cost: 0.308830
After 480 iteration:
W: 1.998870
b: 0.010988
cost: 0.282227
After 481 iteration:
W: 1.998922
b: 0.010988
cost: 0.257750
After 482 iteration:
W: 1.998971
b: 0.010988
cost: 0.235388
After 483 iteration:
W: 1.999018
b: 0.010988
cost: 0.214833
After 484 iteration:
W: 1.999063
b: 0.010988
cost: 0.196027
After 485 iteration:
W: 1.999106
b: 0.010988
cost: 0.178752
After 486 iteration:
W: 1.999147
b: 0.010988
cost: 0.163012
After 487 iteration:
W: 1.999186
b: 0.010988
cost: 0.148515
After 488 iteration:
W: 1.999224
b: 0.010989
cost: 0.135275
After 489 iteration:
W: 1.999260
b: 0.010989
cost: 0.123167
After 490 iteration:
W: 1.999294
b: 0.010989
cost: 0.112117
After 491 iteration:
W: 1.999327
b: 0.010989
cost: 0.102014
After 492 iteration:
W: 1.999359
b: 0.010989
cost: 0.092760
After 493 iteration:
W: 1.999389
b: 0.010989
cost: 0.084335
After 494 iteration:
W: 1.999417
b: 0.010989
cost: 0.076615
After 495 iteration:
W: 1.999445
b: 0.010989
cost: 0.069587
After 496 iteration:
W: 1.999471
b: 0.010989
cost: 0.063173
After 497 iteration:
W: 1.999496
b: 0.010989
cost: 0.057332
After 498 iteration:
W: 1.999520
b: 0.010989
cost: 0.052024
After 499 iteration:
W: 1.999543
b: 0.010989
cost: 0.047186
After 500 iteration:
W: 1.999565
b: 0.010989
cost: 0.042736
After 501 iteration:
W: 1.999585
b: 0.010989
cost: 0.038721
After 502 iteration:
W: 1.999605
b: 0.010989
cost: 0.035065
After 503 iteration:
W: 1.999624
b: 0.010989
cost: 0.031763
After 504 iteration:
W: 1.999642
b: 0.010989
cost: 0.028728
After 505 iteration:
W: 1.999659
b: 0.010989
cost: 0.025983
After 506 iteration:
W: 1.999675
b: 0.010989
cost: 0.023488
After 507 iteration:
W: 1.999691
b: 0.010989
cost: 0.021226
After 508 iteration:
W: 1.999706
b: 0.010989
cost: 0.019179
After 509 iteration:
W: 1.999720
b: 0.010990
cost: 0.017300
After 510 iteration:
W: 1.999733
b: 0.010990
cost: 0.015610
After 511 iteration:
W: 1.999746
b: 0.010990
cost: 0.014093
After 512 iteration:
W: 1.999758
b: 0.010990
cost: 0.012708
After 513 iteration:
W: 1.999770
b: 0.010990
cost: 0.011461
After 514 iteration:
W: 1.999781
b: 0.010990
cost: 0.010315
After 515 iteration:
W: 1.999792
b: 0.010990
cost: 0.009300
After 516 iteration:
W: 1.999802
b: 0.010990
cost: 0.008360
After 517 iteration:
W: 1.999811
b: 0.010990
cost: 0.007512
After 518 iteration:
W: 1.999820
b: 0.010990
cost: 0.006749
After 519 iteration:
W: 1.999829
b: 0.010990
cost: 0.006065
After 520 iteration:
W: 1.999837
b: 0.010990
cost: 0.005454
After 521 iteration:
W: 1.999845
b: 0.010990
cost: 0.004892
After 522 iteration:
W: 1.999852
b: 0.010990
cost: 0.004410
After 523 iteration:
W: 1.999859
b: 0.010990
cost: 0.003952
After 524 iteration:
W: 1.999865
b: 0.010990
cost: 0.003549
After 525 iteration:
W: 1.999872
b: 0.010990
cost: 0.003181
After 526 iteration:
W: 1.999878
b: 0.010990
cost: 0.002859
After 527 iteration:
W: 1.999883
b: 0.010990
cost: 0.002554
After 528 iteration:
W: 1.999889
b: 0.010990
cost: 0.002290
After 529 iteration:
W: 1.999894
b: 0.010990
cost: 0.002051
After 530 iteration:
W: 1.999898
b: 0.010990
cost: 0.001836
After 531 iteration:
W: 1.999903
b: 0.010990
cost: 0.001642
After 532 iteration:
W: 1.999907
b: 0.010990
cost: 0.001469
After 533 iteration:
W: 1.999911
b: 0.010990
cost: 0.001314
After 534 iteration:
W: 1.999915
b: 0.010990
cost: 0.001177
After 535 iteration:
W: 1.999919
b: 0.010990
cost: 0.001046
After 536 iteration:
W: 1.999922
b: 0.010990
cost: 0.000939
After 537 iteration:
W: 1.999926
b: 0.010990
cost: 0.000837
After 538 iteration:
W: 1.999929
b: 0.010990
cost: 0.000748
After 539 iteration:
W: 1.999932
b: 0.010990
cost: 0.000663
After 540 iteration:
W: 1.999935
b: 0.010990
cost: 0.000596
After 541 iteration:
W: 1.999937
b: 0.010990
cost: 0.000527
After 542 iteration:
W: 1.999940
b: 0.010990
cost: 0.000472
After 543 iteration:
W: 1.999942
b: 0.010990
cost: 0.000421
After 544 iteration:
W: 1.999944
b: 0.010990
cost: 0.000372
After 545 iteration:
W: 1.999946
b: 0.010990
cost: 0.000331
After 546 iteration:
W: 1.999949
b: 0.010990
cost: 0.000292
After 547 iteration:
W: 1.999950
b: 0.010990
cost: 0.000260
After 548 iteration:
W: 1.999952
b: 0.010990
cost: 0.000233
After 549 iteration:
W: 1.999954
b: 0.010990
cost: 0.000204
After 550 iteration:
W: 1.999955
b: 0.010990
cost: 0.000184
After 551 iteration:
W: 1.999957
b: 0.010990
cost: 0.000161
After 552 iteration:
W: 1.999958
b: 0.010990
cost: 0.000143
After 553 iteration:
W: 1.999960
b: 0.010990
cost: 0.000129
After 554 iteration:
W: 1.999961
b: 0.010990
cost: 0.000113
After 555 iteration:
W: 1.999962
b: 0.010990
cost: 0.000100
After 556 iteration:
W: 1.999963
b: 0.010990
cost: 0.000088
After 557 iteration:
W: 1.999964
b: 0.010990
cost: 0.000079
After 558 iteration:
W: 1.999965
b: 0.010990
cost: 0.000071
After 559 iteration:
W: 1.999966
b: 0.010990
cost: 0.000061
After 560 iteration:
W: 1.999967
b: 0.010990
cost: 0.000055
After 561 iteration:
W: 1.999968
b: 0.010990
cost: 0.000048
After 562 iteration:
W: 1.999969
b: 0.010990
cost: 0.000043
After 563 iteration:
W: 1.999969
b: 0.010990
cost: 0.000039
After 564 iteration:
W: 1.999970
b: 0.010990
cost: 0.000034
After 565 iteration:
W: 1.999971
b: 0.010990
cost: 0.000030
After 566 iteration:
W: 1.999972
b: 0.010990
cost: 0.000026
After 567 iteration:
W: 1.999972
b: 0.010990
cost: 0.000024
After 568 iteration:
W: 1.999973
b: 0.010990
cost: 0.000020
After 569 iteration:
W: 1.999973
b: 0.010990
cost: 0.000018
After 570 iteration:
W: 1.999974
b: 0.010990
cost: 0.000016
After 571 iteration:
W: 1.999974
b: 0.010990
cost: 0.000014
After 572 iteration:
W: 1.999975
b: 0.010990
cost: 0.000013
After 573 iteration:
W: 1.999975
b: 0.010990
cost: 0.000012
After 574 iteration:
W: 1.999975
b: 0.010990
cost: 0.000010
After 575 iteration:
W: 1.999976
b: 0.010990
cost: 0.000009
After 576 iteration:
W: 1.999976
b: 0.010990
cost: 0.000008
After 577 iteration:
W: 1.999976
b: 0.010990
cost: 0.000007
After 578 iteration:
W: 1.999977
b: 0.010990
cost: 0.000006
After 579 iteration:
W: 1.999977
b: 0.010990
cost: 0.000005
After 580 iteration:
W: 1.999977
b: 0.010990
cost: 0.000005
After 581 iteration:
W: 1.999977
b: 0.010990
cost: 0.000004
After 582 iteration:
W: 1.999978
b: 0.010990
cost: 0.000004
After 583 iteration:
W: 1.999978
b: 0.010990
cost: 0.000003
After 584 iteration:
W: 1.999978
b: 0.010990
cost: 0.000003
After 585 iteration:
W: 1.999978
b: 0.010990
cost: 0.000003
After 586 iteration:
W: 1.999979
b: 0.010990
cost: 0.000002
After 587 iteration:
W: 1.999979
b: 0.010990
cost: 0.000002
After 588 iteration:
W: 1.999979
b: 0.010990
cost: 0.000002
After 589 iteration:
W: 1.999979
b: 0.010990
cost: 0.000002
After 590 iteration:
W: 1.999979
b: 0.010990
cost: 0.000001
After 591 iteration:
W: 1.999979
b: 0.010990
cost: 0.000001
After 592 iteration:
W: 1.999979
b: 0.010990
cost: 0.000001
After 593 iteration:
W: 1.999980
b: 0.010990
cost: 0.000001
After 594 iteration:
W: 1.999980
b: 0.010990
cost: 0.000001
After 595 iteration:
W: 1.999980
b: 0.010990
cost: 0.000001
After 596 iteration:
W: 1.999980
b: 0.010990
cost: 0.000001
After 597 iteration:
W: 1.999980
b: 0.010990
cost: 0.000001
After 598 iteration:
W: 1.999980
b: 0.010990
cost: 0.000001
After 599 iteration:
W: 1.999980
b: 0.010990
cost: 0.000001
After 600 iteration:
W: 1.999980
b: 0.010990
cost: 0.000001
After 601 iteration:
W: 1.999981
b: 0.010990
cost: 0.000001
After 602 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 603 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 604 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 605 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 606 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 607 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 608 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 609 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 610 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 611 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 612 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 613 iteration:
W: 1.999981
b: 0.010990
cost: 0.000000
After 614 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 615 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 616 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 617 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 618 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 619 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 620 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 621 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 622 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 623 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 624 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 625 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 626 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 627 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 628 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 629 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 630 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 631 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 632 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 633 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 634 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 635 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 636 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 637 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 638 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 639 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 640 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 641 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 642 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 643 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 644 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 645 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 646 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 647 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 648 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 649 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 650 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 651 iteration:
W: 1.999982
b: 0.010990
cost: 0.000000
After 652 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 653 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 654 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 655 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 656 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 657 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 658 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 659 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 660 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 661 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 662 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 663 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 664 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 665 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 666 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 667 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 668 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 669 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 670 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 671 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 672 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 673 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 674 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 675 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 676 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 677 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 678 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 679 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 680 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 681 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 682 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 683 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 684 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 685 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 686 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 687 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 688 iteration:
W: 1.999983
b: 0.010990
cost: 0.000000
After 689 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 690 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 691 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 692 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 693 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 694 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 695 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 696 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 697 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 698 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 699 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 700 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 701 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 702 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 703 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 704 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 705 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 706 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 707 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 708 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 709 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 710 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 711 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 712 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 713 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 714 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 715 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 716 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 717 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 718 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 719 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 720 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 721 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 722 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 723 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 724 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 725 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 726 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 727 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 728 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 729 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 730 iteration:
W: 1.999984
b: 0.010990
cost: 0.000000
After 731 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 732 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 733 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 734 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 735 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 736 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 737 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 738 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 739 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 740 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 741 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 742 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 743 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 744 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 745 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 746 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 747 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 748 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 749 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 750 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 751 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 752 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 753 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 754 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 755 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 756 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 757 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 758 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 759 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 760 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 761 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 762 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 763 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 764 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 765 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 766 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 767 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 768 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 769 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 770 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 771 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 772 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 773 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 774 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 775 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 776 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 777 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 778 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 779 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 780 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 781 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 782 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 783 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 784 iteration:
W: 1.999985
b: 0.010990
cost: 0.000000
After 785 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 786 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 787 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 788 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 789 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 790 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 791 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 792 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 793 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 794 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 795 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 796 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 797 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 798 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 799 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 800 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 801 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 802 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 803 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 804 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 805 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 806 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 807 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 808 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 809 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 810 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 811 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 812 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 813 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 814 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 815 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 816 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 817 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 818 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 819 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 820 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 821 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 822 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 823 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 824 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 825 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 826 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 827 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 828 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 829 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 830 iteration:
W: 1.999986
b: 0.010990
cost: 0.000000
After 831 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 832 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 833 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 834 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 835 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 836 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 837 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 838 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 839 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 840 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 841 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 842 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 843 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 844 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 845 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 846 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 847 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 848 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 849 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 850 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 851 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 852 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 853 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 854 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 855 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 856 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 857 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 858 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 859 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 860 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 861 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 862 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 863 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 864 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 865 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 866 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 867 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 868 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 869 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 870 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 871 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 872 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 873 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 874 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 875 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 876 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 877 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 878 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 879 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 880 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 881 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 882 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 883 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 884 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 885 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 886 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 887 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 888 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 889 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 890 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 891 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 892 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 893 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 894 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 895 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 896 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 897 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 898 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 899 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 900 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 901 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 902 iteration:
W: 1.999987
b: 0.010990
cost: 0.000000
After 903 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 904 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 905 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 906 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 907 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 908 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 909 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 910 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 911 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 912 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 913 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 914 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 915 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 916 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 917 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 918 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 919 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 920 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 921 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 922 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 923 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 924 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 925 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 926 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 927 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 928 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 929 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 930 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 931 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 932 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 933 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 934 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 935 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 936 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 937 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 938 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 939 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 940 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 941 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 942 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 943 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 944 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 945 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 946 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 947 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 948 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 949 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 950 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 951 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 952 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 953 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 954 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 955 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 956 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 957 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 958 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 959 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 960 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 961 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 962 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 963 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 964 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 965 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 966 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 967 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 968 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 969 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 970 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 971 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 972 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 973 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 974 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 975 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 976 iteration:
W: 1.999988
b: 0.010990
cost: 0.000000
After 977 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 978 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 979 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 980 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 981 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 982 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 983 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 984 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 985 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 986 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 987 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 988 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 989 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 990 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 991 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 992 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 993 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 994 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 995 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 996 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 997 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 998 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
After 999 iteration:
W: 1.999989
b: 0.010990
cost: 0.000000
-Based on https://github.com/nethsix
Written on February 27, 2017