In [1]:
import numpy as np
# scipy.special for the sigmoid function expit()
import scipy.special as special
In [2]:
# neural network class definition
class NeuralNetwork:
# initialize the neural network
def __init__(self, input_nodes, hidden_nodes, output_nodes, learning_rate):
self.i_nodes = input_nodes
self.h_nodes = hidden_nodes
self.o_nodes = output_nodes
# learning rate
self.lr = learning_rate
# link weight matrices, wih and who
# weights inside the arrays are w_i_j where link is from node i to node j in the next layer
# w11 w21
# w12 w22 etc
self.wih = (np.random.rand(self.h_nodes, self.i_nodes) - 0.5)
print("Weights for input to hidden:\n", self.wih)
self.who = (np.random.rand(self.o_nodes, self.h_nodes) - 0.5)
print("Weights for hidden to output:\n", self.who)
# activation function is the sigmoid function
self.activation_function = lambda x: special.expit(x)
pass
# train the neural network
def train(self, input_list, target_list):
# convert input list to 2d array
inputs = np.array(input_list, ndmin=2).T
print("Inputs:\n", inputs)
targets = np.array(target_list, ndmin=2).T
print("Targets:\n", targets)
#calculate signals into hidden layer
hidden_inputs = np.dot(self.wih, inputs)
print("Hidden inputs:\n", hidden_inputs)
# calculate signals emerging out from hidden layer
hidden_outputs = self.activation_function(hidden_inputs)
print("Hidden outputs:\n", hidden_outputs)
# calculate signals into final output layer
final_inputs = np.dot(self.who, hidden_outputs)
print("Final iutputs:\n", final_inputs)
# calculate signals emerging from final output layer
final_outputs = self.activation_function(final_inputs)
print("Final outputs:\n", final_outputs)
# error is the (target - actual)
output_errors = targets - final_outputs
print("Output errors:\n", output_errors)
# hidden layer error is the output_errors, split by weights, recombined at hidden nodes
hidden_errors = np.dot(self.who.T, output_errors)
print("Output errors:\n", hidden_errors)
# update the weights for the links between the hidden and output layers
self.who += self.lr * np.dot((output_errors * final_outputs * (1.0 - final_outputs)), np.transpose(hidden_outputs))
# update the weights for the links between the input and hidden layers
self.wih += self.lr * np.dot((hidden_errors * hidden_outputs * (1.0 - hidden_outputs)), np.transpose(inputs))
# query the neural network
def query(self, input_list):
# convert input list to 2d array
inputs = np.array(input_list, ndmin=2).T
print("Inputs:\n", inputs)
# calculate signals into hidden layer
hidden_inputs = np.dot(self.wih, inputs)
print("Hidden inputs:\n", hidden_inputs)
# calculate the signals emerging from hidden layer
hidden_outputs = self.activation_function(hidden_inputs)
print("Hidden outputs:\n", hidden_outputs)
# calculate signals into final output layer
final_inputs = np.dot(self.who, hidden_outputs)
print("Final iutputs:\n", final_inputs)
# calculate the signals emerging from final output layer
final_outputs = self.activation_function(final_inputs)
print("Final outputs:\n", final_outputs)
return final_outputs
In [3]:
# setting hyperparameters
input_nodes = 4
hidden_nodes = 4
output_nodes = 1
learning_rate = 0.5
In [4]:
n = NeuralNetwork(input_nodes, hidden_nodes, output_nodes, learning_rate)
Weights for input to hidden:
[[ 0.21593294 0.0399007 -0.33019674 -0.49796576]
[-0.4620482 0.13460708 0.38570512 -0.33340707]
[-0.41807961 -0.15206087 -0.11853423 0.40620257]
[ 0.16420135 0.47633862 0.10155547 0.01155774]]
Weights for hidden to output:
[[-0.1124004 0.31301378 -0.37879145 -0.36247641]]
In [7]:
data = [[5.1, 3.5, 1.4, 0.2, 1],
[4.9, 3, 1.4, 0.2, 1],
[4.7, 3.2, 1.3, 0.2, 1],
[4.6, 3.1, 1.5, 0.2, 1],
[5, 3.6, 1.4, 0.2, 1],
[5.4, 3.9, 1.7, 0.4, 1],
[4.6, 3.4, 1.4, 0.3, 1],
[5, 3.4, 1.5, 0.2, 1],
[4.4, 2.9, 1.4, 0.2, 1],
[4.9, 3.1, 1.5, 0.1, 1],
[5.4, 3.7, 1.5, 0.2, 1],
[4.8, 3.4, 1.6, 0.2, 1],
[4.8, 3, 1.4, 0.1, 1],
[4.3, 3, 1.1, 0.1, 1],
[5.8, 4, 1.2, 0.2, 1],
[5.7, 4.4, 1.5, 0.4, 1],
[5.4, 3.9, 1.3, 0.4, 1],
[5.1, 3.5, 1.4, 0.3, 1],
[5.7, 3.8, 1.7, 0.3, 1],
[5.1, 3.8, 1.5, 0.3, 1],
[5.4, 3.4, 1.7, 0.2, 1],
[5.1, 3.7, 1.5, 0.4, 1],
[4.6, 3.6, 1, 0.2, 1],
[5.1, 3.3, 1.7, 0.5, 1],
[4.8, 3.4, 1.9, 0.2, 1],
[5, 3, 1.6, 0.2, 1],
[5, 3.4, 1.6, 0.4, 1],
[5.2, 3.5, 1.5, 0.2, 1],
[5.2, 3.4, 1.4, 0.2, 1],
[4.7, 3.2, 1.6, 0.2, 1],
[4.8, 3.1, 1.6, 0.2, 1],
[5.4, 3.4, 1.5, 0.4, 1],
[5.2, 4.1, 1.5, 0.1, 1],
[5.5, 4.2, 1.4, 0.2, 1],
[4.9, 3.1, 1.5, 0.1, 1],
[5, 3.2, 1.2, 0.2, 1],
[5.5, 3.5, 1.3, 0.2, 1],
[4.9, 3.1, 1.5, 0.1, 1],
[4.4, 3, 1.3, 0.2, 1],
[5.1, 3.4, 1.5, 0.2, 1],
[5, 3.5, 1.3, 0.3, 1],
[4.5, 2.3, 1.3, 0.3, 1],
[4.4, 3.2, 1.3, 0.2, 1],
[5, 3.5, 1.6, 0.6, 1],
[5.1, 3.8, 1.9, 0.4, 1],
[4.8, 3, 1.4, 0.3, 1],
[5.1, 3.8, 1.6, 0.2, 1],
[4.6, 3.2, 1.4, 0.2, 1],
[5.3, 3.7, 1.5, 0.2, 1],
[5, 3.3, 1.4, 0.2, 1],
[7, 3.2, 4.7, 1.4, 2],
[6.4, 3.2, 4.5, 1.5, 2],
[6.9, 3.1, 4.9, 1.5, 2],
[5.5, 2.3, 4, 1.3, 2],
[6.5, 2.8, 4.6, 1.5, 2],
[5.7, 2.8, 4.5, 1.3, 2],
[6.3, 3.3, 4.7, 1.6, 2],
[4.9, 2.4, 3.3, 1, 2],
[6.6, 2.9, 4.6, 1.3, 2],
[5.2, 2.7, 3.9, 1.4, 2],
[5, 2, 3.5, 1, 2],
[5.9, 3, 4.2, 1.5, 2],
[6, 2.2, 4, 1, 2],
[6.1, 2.9, 4.7, 1.4, 2],
[5.6, 2.9, 3.6, 1.3, 2],
[6.7, 3.1, 4.4, 1.4, 2],
[5.6, 3, 4.5, 1.5, 2],
[5.8, 2.7, 4.1, 1, 2],
[6.2, 2.2, 4.5, 1.5, 2],
[5.6, 2.5, 3.9, 1.1, 2],
[5.9, 3.2, 4.8, 1.8, 2],
[6.1, 2.8, 4, 1.3, 2],
[6.3, 2.5, 4.9, 1.5, 2],
[6.1, 2.8, 4.7, 1.2, 2],
[6.4, 2.9, 4.3, 1.3, 2],
[6.6, 3, 4.4, 1.4, 2],
[6.8, 2.8, 4.8, 1.4, 2],
[6.7, 3, 5, 1.7, 2],
[6, 2.9, 4.5, 1.5, 2],
[5.7, 2.6, 3.5, 1, 2],
[5.5, 2.4, 3.8, 1.1, 2],
[5.5, 2.4, 3.7, 1, 2],
[5.8, 2.7, 3.9, 1.2, 2],
[6, 2.7, 5.1, 1.6, 2],
[5.4, 3, 4.5, 1.5, 2],
[6, 3.4, 4.5, 1.6, 2],
[6.7, 3.1, 4.7, 1.5, 2],
[6.3, 2.3, 4.4, 1.3, 2],
[5.6, 3, 4.1, 1.3, 2],
[5.5, 2.5, 4, 1.3, 2],
[5.5, 2.6, 4.4, 1.2, 2],
[6.1, 3, 4.6, 1.4, 2],
[5.8, 2.6, 4, 1.2, 2],
[5, 2.3, 3.3, 1, 2],
[5.6, 2.7, 4.2, 1.3, 2],
[5.7, 3, 4.2, 1.2, 2],
[5.7, 2.9, 4.2, 1.3, 2],
[6.2, 2.9, 4.3, 1.3, 2],
[5.1, 2.5, 3, 1.1, 2],
[5.7, 2.8, 4.1, 1.3, 2],
[6.3, 3.3, 6, 2.5, 3],
[5.8, 2.7, 5.1, 1.9, 3],
[7.1, 3, 5.9, 2.1, 3],
[6.3, 2.9, 5.6, 1.8, 3],
[6.5, 3, 5.8, 2.2, 3],
[7.6, 3, 6.6, 2.1, 3],
[4.9, 2.5, 4.5, 1.7, 3],
[7.3, 2.9, 6.3, 1.8, 3],
[6.7, 2.5, 5.8, 1.8, 3],
[7.2, 3.6, 6.1, 2.5, 3],
[6.5, 3.2, 5.1, 2, 3],
[6.4, 2.7, 5.3, 1.9, 3],
[6.8, 3, 5.5, 2.1, 3],
[5.7, 2.5, 5, 2, 3],
[5.8, 2.8, 5.1, 2.4, 3],
[6.4, 3.2, 5.3, 2.3, 3],
[6.5, 3, 5.5, 1.8, 3],
[7.7, 3.8, 6.7, 2.2, 3],
[7.7, 2.6, 6.9, 2.3, 3],
[6, 2.2, 5, 1.5, 3],
[6.9, 3.2, 5.7, 2.3, 3],
[5.6, 2.8, 4.9, 2, 3],
[7.7, 2.8, 6.7, 2, 3],
[6.3, 2.7, 4.9, 1.8, 3],
[6.7, 3.3, 5.7, 2.1, 3],
[7.2, 3.2, 6, 1.8, 3],
[6.2, 2.8, 4.8, 1.8, 3],
[6.1, 3, 4.9, 1.8, 3],
[6.4, 2.8, 5.6, 2.1, 3],
[7.2, 3, 5.8, 1.6, 3],
[7.4, 2.8, 6.1, 1.9, 3],
[7.9, 3.8, 6.4, 2, 3],
[6.4, 2.8, 5.6, 2.2, 3],
[6.3, 2.8, 5.1, 1.5, 3],
[6.1, 2.6, 5.6, 1.4, 3],
[7.7, 3, 6.1, 2.3, 3],
[6.3, 3.4, 5.6, 2.4, 3],
[6.4, 3.1, 5.5, 1.8, 3],
[6, 3, 4.8, 1.8, 3],
[6.9, 3.1, 5.4, 2.1, 3],
[6.7, 3.1, 5.6, 2.4, 3],
[6.9, 3.1, 5.1, 2.3, 3],
[5.8, 2.7, 5.1, 1.9, 3],
[6.8, 3.2, 5.9, 2.3, 3],
[6.7, 3.3, 5.7, 2.5, 3],
[6.7, 3, 5.2, 2.3, 3],
[6.3, 2.5, 5, 1.9, 3],
[6.5, 3, 5.2, 2, 3],
[6.2, 3.4, 5.4, 2.3, 3],
[5.9, 3, 5.1, 1.8, 3]]
In [6]:
for i in data:
n.train(i[0:4], i[4:5])
Inputs:
[[ 5.1]
[ 3.5]
[ 1.4]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 0.67904183]
[-1.41201527]
[-2.74912646]
[ 2.64910125]]
Hidden outputs:
[[ 0.66352481]
[ 0.19591639]
[ 0.060136 ]
[ 0.93395557]]
Final iutputs:
[[-0.3745718]]
Final outputs:
[[ 0.40743678]]
Output errors:
[[ 0.59256322]]
Output errors:
[[-0.06660435]
[ 0.18548045]
[-0.22445788]
[-0.21479019]]
Inputs:
[[ 4.9]
[ 3. ]
[ 1.4]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 0.33716558]
[-0.83919299]
[-2.8272845 ]
[ 2.12974276]]
Hidden outputs:
[[ 0.58350184]
[ 0.30170478]
[ 0.05586746]
[ 0.89376058]]
Final iutputs:
[[-0.224404]]
Final outputs:
[[ 0.44413325]]
Output errors:
[[ 0.55586675]]
Output errors:
[[-0.03609645]
[ 0.18178402]
[-0.20816644]
[-0.16435246]]
Inputs:
[[ 4.7]
[ 3.2]
[ 1.3]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 0.18711841]
[-0.10470256]
[-2.94865969]
[ 1.91594169]]
Hidden outputs:
[[ 0.54664359]
[ 0.47384825]
[ 0.0497999 ]
[ 0.8716852 ]]
Final iutputs:
[[-0.07157179]]
Final outputs:
[[ 0.48211469]]
Output errors:
[[ 0.51788531]]
Output errors:
[[-0.01289521]
[ 0.18008415]
[-0.19195751]
[-0.12136261]]
Inputs:
[[ 4.6]
[ 3.1]
[ 1.5]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 0.0484683 ]
[ 0.73965584]
[-3.06115683]
[ 1.65244521]]
Hidden outputs:
[[ 0.5121147 ]
[ 0.67692059]
[ 0.04473824]
[ 0.83922125]]
Final iutputs:
[[ 0.09566314]]
Final outputs:
[[ 0.52389756]]
Output errors:
[[ 0.47610244]]
Output errors:
[[ 0.00497162]
[ 0.1801407 ]
[-0.17493751]
[-0.08473944]]
Inputs:
[[ 5. ]
[ 3.6]
[ 1.4]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 0.163304 ]
[ 1.49072206]
[-3.48485373]
[ 1.66579432]]
Hidden outputs:
[[ 0.54073551]
[ 0.81618663]
[ 0.02974627]
[ 0.84101429]]
Final iutputs:
[[ 0.24507984]]
Final outputs:
[[ 0.56096511]]
Output errors:
[[ 0.43903489]]
Output errors:
[[ 0.01793461]
[ 0.18376193]
[-0.16015128]
[-0.05626469]]
Inputs:
[[ 5.4]
[ 3.9]
[ 1.7]
[ 0.4]]
Targets:
[[1]]
Hidden inputs:
[[ 0.11571048]
[ 2.24800592]
[-3.82033897]
[ 1.65327362]]
Hidden outputs:
[[ 0.52889539]
[ 0.90447839]
[ 0.02145017]
[ 0.839333 ]]
Final iutputs:
[[ 0.37836325]]
Final outputs:
[[ 0.59347828]]
Output errors:
[[ 0.40652172]]
Output errors:
[[ 0.02849072]
[ 0.18809139]
[-0.14763735]
[-0.03361416]]
Inputs:
[[ 4.6]
[ 3.4]
[ 1.4]
[ 0.3]]
Targets:
[[1]]
Hidden inputs:
[[ 0.28008112]
[ 2.26621464]
[-3.34393574]
[ 1.34258177]]
Hidden outputs:
[[ 0.56956611]
[ 0.90604003]
[ 0.03409431]
[ 0.79291419]]
Final iutputs:
[[ 0.46881452]]
Final outputs:
[[ 0.61510313]]
Output errors:
[[ 0.38489687]]
Output errors:
[[ 0.03695805]
[ 0.19515792]
[-0.13937894]
[-0.01598366]]
Inputs:
[[ 5. ]
[ 3.4]
[ 1.5]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 0.535295 ]
[ 2.66103722]
[-3.69788415]
[ 1.30060334]]
Hidden outputs:
[[ 0.63071724]
[ 0.93468801]
[ 0.02417689]
[ 0.78593651]]
Final iutputs:
[[ 0.57647698]]
Final outputs:
[[ 0.64025636]]
Output errors:
[[ 0.35974364]]
Output errors:
[[ 0.04387846]
[ 0.19725495]
[-0.12971161]
[-0.00194263]]
Inputs:
[[ 4.4]
[ 2.9]
[ 1.4]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 0.60306914]
[ 2.53722377]
[-3.28701748]
[ 1.1098755 ]]
Hidden outputs:
[[ 0.64635816]
[ 0.92671049]
[ 0.03601926]
[ 0.7521059 ]]
Final iutputs:
[[ 0.64722381]]
Final outputs:
[[ 0.65638458]]
Output errors:
[[ 0.34361542]]
Output errors:
[[ 0.05089006]
[ 0.20171757]
[-0.12355213]
[ 0.00933292]]
Inputs:
[[ 4.9]
[ 3.1]
[ 1.5]
[ 0.1]]
Targets:
[[1]]
Hidden inputs:
[[ 0.93495278]
[ 2.9894054 ]
[-3.73874874]
[ 1.21378986]]
Hidden outputs:
[[ 0.71807902]
[ 0.9520932 ]
[ 0.02323131]
[ 0.77096883]]
Final iutputs:
[[ 0.75253394]]
Final outputs:
[[ 0.67973058]]
Output errors:
[[ 0.32026942]]
Output errors:
[[ 0.0554541 ]
[ 0.19951336]
[-0.11471071]
[ 0.01803283]]
Inputs:
[[ 5.4]
[ 3.7]
[ 1.5]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 1.27958484]
[ 3.51402774]
[-4.18308636]
[ 1.49743092]]
Hidden outputs:
[[ 0.7823791 ]
[ 0.97108428]
[ 0.01502225]
[ 0.81719099]]
Final iutputs:
[[ 0.85483244]]
Final outputs:
[[ 0.70157987]]
Output errors:
[[ 0.29842013]]
Output errors:
[[ 0.05914124]
[ 0.19580703]
[-0.10664328]
[ 0.02482312]]
Inputs:
[[ 4.8]
[ 3.4]
[ 1.6]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 1.25996664]
[ 3.4391586 ]
[-3.8134482 ]
[ 1.46323898]]
Hidden outputs:
[[ 0.77902037]
[ 0.96890618]
[ 0.02159529]
[ 0.81202757]]
Final iutputs:
[[ 0.91913225]]
Final outputs:
[[ 0.71486526]]
Output errors:
[[ 0.28513474]]
Output errors:
[[ 0.06347733]
[ 0.19573977]
[-0.10176181]
[ 0.03099711]]
Inputs:
[[ 4.8]
[ 3. ]
[ 1.4]
[ 0.1]]
Targets:
[[1]]
Hidden inputs:
[[ 1.52138189]
[ 3.24114031]
[-3.75576735]
[ 1.38402317]]
Hidden outputs:
[[ 0.82074188]
[ 0.96235344]
[ 0.02284825]
[ 0.79963636]]
Final iutputs:
[[ 0.98668808]]
Final outputs:
[[ 0.72843326]]
Output errors:
[[ 0.27156674]]
Output errors:
[[ 0.06660459]
[ 0.19407191]
[-0.0967491 ]
[ 0.03593041]]
Inputs:
[[ 4.3]
[ 3. ]
[ 1.1]
[ 0.1]]
Targets:
[[1]]
Hidden inputs:
[[ 1.59422856]
[ 3.09709018]
[-3.45007956]
[ 1.44037902]]
Hidden outputs:
[[ 0.8312102 ]
[ 0.95677256]
[ 0.03076649]
[ 0.80851334]]
Final iutputs:
[[ 1.04406161]]
Final outputs:
[[ 0.73963294]]
Output errors:
[[ 0.26036706]]
Output errors:
[[ 0.06959767]
[ 0.19279849]
[-0.09259928]
[ 0.04004092]]
Inputs:
[[ 5.8]
[ 4. ]
[ 1.2]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 2.37964404]
[ 4.12034339]
[-4.62068516]
[ 2.02453058]]
Hidden outputs:
[[ 0.91526183]
[ 0.98402055]
[ 0.00975005]
[ 0.88334867]]
Final iutputs:
[[ 1.16627772]]
Final outputs:
[[ 0.76247154]]
Output errors:
[[ 0.23752846]]
Output errors:
[[ 0.06844254]
[ 0.18158427]
[-0.08429354]
[ 0.04134326]]
Inputs:
[[ 5.7]
[ 4.4]
[ 1.5]
[ 0.4]]
Targets:
[[1]]
Hidden inputs:
[[ 2.36013888]
[ 4.52161828]
[-4.66128117]
[ 2.31438579]]
Hidden outputs:
[[ 0.91373675]
[ 0.9892455 ]
[ 0.00936579]
[ 0.91006148]]
Final iutputs:
[[ 1.23083803]]
Final outputs:
[[ 0.77396522]]
Output errors:
[[ 0.22603478]]
Output errors:
[[ 0.06958055]
[ 0.1775818 ]
[-0.08016729]
[ 0.04363741]]
Inputs:
[[ 5.4]
[ 3.9]
[ 1.3]
[ 0.4]]
Targets:
[[1]]
Hidden inputs:
[[ 2.35238607]
[ 4.09611766]
[-4.33317498]
[ 2.16274787]]
Hidden outputs:
[[ 0.9131237 ]
[ 0.98363512]
[ 0.01295575]
[ 0.89685402]]
Final iutputs:
[[ 1.27429382]]
Final outputs:
[[ 0.78147689]]
Output errors:
[[ 0.21852311]]
Output errors:
[[ 0.07121607]
[ 0.17595442]
[-0.07746268]
[ 0.04611921]]
Inputs:
[[ 5.1]
[ 3.5]
[ 1.4]
[ 0.3]]
Targets:
[[1]]
Hidden inputs:
[[ 2.30251805]
[ 3.94507072]
[-4.12426842]
[ 2.07015217]]
Hidden outputs:
[[ 0.90908537]
[ 0.98101746]
[ 0.01591785]
[ 0.8879681 ]]
Final iutputs:
[[ 1.31630147]]
Final outputs:
[[ 0.78856571]]
Output errors:
[[ 0.21143429]]
Output errors:
[[ 0.0725082 ]
[ 0.17412704]
[-0.0748987 ]
[ 0.04816128]]
Inputs:
[[ 5.7]
[ 3.8]
[ 1.7]
[ 0.3]]
Targets:
[[1]]
Hidden inputs:
[[ 2.66779354]
[ 4.50490319]
[-4.64234028]
[ 2.38361916]]
Hidden outputs:
[[ 0.93509925]
[ 0.98906621]
[ 0.00954317]
[ 0.91556962]]
Final iutputs:
[[ 1.38681548]]
Final outputs:
[[ 0.80008337]]
Output errors:
[[ 0.19991663]]
Output errors:
[[ 0.0717618 ]
[ 0.16809854]
[-0.07076258]
[ 0.04866674]]
Inputs:
[[ 5.1]
[ 3.8]
[ 1.5]
[ 0.3]]
Targets:
[[1]]
Hidden inputs:
[[ 2.55650007]
[ 4.29225752]
[-4.26319276]
[ 2.39258398]]
Hidden outputs:
[[ 0.92800898]
[ 0.98651044]
[ 0.01388187]
[ 0.91626004]]
Final iutputs:
[[ 1.423643]]
Final outputs:
[[ 0.80590889]]
Output errors:
[[ 0.19409111]]
Output errors:
[[ 0.07257247]
[ 0.16626945]
[-0.06867096]
[ 0.0500898 ]]
Inputs:
[[ 5.4]
[ 3.4]
[ 1.7]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 2.71135881]
[ 4.31515185]
[-4.42759292]
[ 2.34801387]]
Hidden outputs:
[[ 0.93769358]
[ 0.98681173]
[ 0.01180225]
[ 0.91277623]]
Final iutputs:
[[ 1.46804387]]
Final outputs:
[[ 0.81275988]]
Output errors:
[[ 0.18724012]]
Output errors:
[[ 0.07264848]
[ 0.16320444]
[-0.06620757]
[ 0.050926 ]]
Inputs:
[[ 5.1]
[ 3.7]
[ 1.5]
[ 0.4]]
Targets:
[[1]]
Hidden inputs:
[[ 2.68084747]
[ 4.2935974 ]
[-4.23212846]
[ 2.51737407]]
Hidden outputs:
[[ 0.93588699]
[ 0.98652825]
[ 0.0143136 ]
[ 0.92535087]]
Final iutputs:
[[ 1.50803698]]
Final outputs:
[[ 0.81877011]]
Output errors:
[[ 0.18122989]]
Output errors:
[[ 0.07273768]
[ 0.1605137 ]
[-0.0640519 ]
[ 0.05164813]]
Inputs:
[[ 4.6]
[ 3.6]
[ 1. ]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 2.72765262]
[ 3.91475264]
[-3.91094951]
[ 2.42540419]]
Hidden outputs:
[[ 0.93863878]
[ 0.98044456]
[ 0.01962849]
[ 0.9187441 ]]
Final iutputs:
[[ 1.53624402]]
Final outputs:
[[ 0.82291805]]
Output errors:
[[ 0.17708195]]
Output errors:
[[ 0.07330126]
[ 0.15918886]
[-0.06255182]
[ 0.05266931]]
Inputs:
[[ 5.1]
[ 3.3]
[ 1.7]
[ 0.5]]
Targets:
[[1]]
Hidden inputs:
[[ 2.6605944 ]
[ 4.23615512]
[-4.15583638]
[ 2.4996873 ]]
Hidden outputs:
[[ 0.93466098]
[ 0.9857431 ]
[ 0.01543083]
[ 0.9241199 ]]
Final iutputs:
[[ 1.57719022]]
Final outputs:
[[ 0.82880622]]
Output errors:
[[ 0.17119378]]
Output errors:
[[ 0.07293721]
[ 0.1560613 ]
[-0.06042854]
[ 0.05294736]]
Inputs:
[[ 4.8]
[ 3.4]
[ 1.9]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 2.71759538]
[ 4.47368363]
[-4.17278215]
[ 2.58945251]]
Hidden outputs:
[[ 0.93805696]
[ 0.98872339]
[ 0.01517549]
[ 0.93017967]]
Final iutputs:
[[ 1.61624617]]
Final outputs:
[[ 0.83427678]]
Output errors:
[[ 0.16572322]]
Output errors:
[[ 0.07248768]
[ 0.15305832]
[-0.05846647]
[ 0.05311539]]
Inputs:
[[ 5. ]
[ 3. ]
[ 1.6]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 2.87337152]
[ 4.12767108]
[-4.145155 ]
[ 2.46537986]]
Hidden outputs:
[[ 0.94651429]
[ 0.98413537]
[ 0.01559396]
[ 0.9216789 ]]
Final iutputs:
[[ 1.64397981]]
Final outputs:
[[ 0.83807574]]
Output errors:
[[ 0.16192426]]
Output errors:
[[ 0.07256616]
[ 0.15138383]
[-0.05709806]
[ 0.05362334]]
Inputs:
[[ 5. ]
[ 3.4]
[ 1.6]
[ 0.4]]
Targets:
[[1]]
Hidden inputs:
[[ 2.94706362]
[ 4.36465887]
[-4.19701764]
[ 2.73443475]]
Hidden outputs:
[[ 0.95012452]
[ 0.98744075]
[ 0.01481751]
[ 0.93902824]]
Final iutputs:
[[ 1.68477624]]
Final outputs:
[[ 0.84353595]]
Output errors:
[[ 0.15646405]]
Output errors:
[[ 0.07174629]
[ 0.14797085]
[-0.05514586]
[ 0.05339955]]
Inputs:
[[ 5.2]
[ 3.5]
[ 1.5]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.2675441 ]
[ 4.51984605]
[-4.42757885]
[ 2.86785861]]
Hidden outputs:
[[ 0.96329844]
[ 0.98922663]
[ 0.01180241]
[ 0.94623451]]
Final iutputs:
[[ 1.72474046]]
Final outputs:
[[ 0.84873843]]
Output errors:
[[ 0.15126157]]
Output errors:
[[ 0.07084463]
[ 0.14459297]
[-0.0532891 ]
[ 0.05309059]]
Inputs:
[[ 5.2]
[ 3.4]
[ 1.4]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.31612578]
[ 4.42749693]
[-4.39363184]
[ 2.86311936]]
Hidden outputs:
[[ 0.9649779 ]
[ 0.98819663]
[ 0.01220497]
[ 0.94599289]]
Final iutputs:
[[ 1.75152588]]
Final outputs:
[[ 0.85214516]]
Output errors:
[[ 0.14785484]]
Output errors:
[[ 0.07063198]
[ 0.14275658]
[-0.05207198]
[ 0.0532533 ]]
Inputs:
[[ 4.7]
[ 3.2]
[ 1.6]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 2.98895117]
[ 4.31050826]
[-4.07179401]
[ 2.73934588]]
Hidden outputs:
[[ 0.95207247]
[ 0.98675116]
[ 0.01676106]
[ 0.93930882]]
Final iutputs:
[[ 1.76587158]]
Final outputs:
[[ 0.85394351]]
Output errors:
[[ 0.14605649]]
Output errors:
[[ 0.07108567]
[ 0.14236461]
[-0.05142202]
[ 0.05389254]]
Inputs:
[[ 4.8]
[ 3.1]
[ 1.6]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.07367469]
[ 4.3074356 ]
[-4.11987094]
[ 2.76299601]]
Hidden outputs:
[[ 0.9557937 ]
[ 0.98671093]
[ 0.01598688]
[ 0.94064313]]
Final iutputs:
[[ 1.79361532]]
Final outputs:
[[ 0.85736995]]
Output errors:
[[ 0.14263005]]
Output errors:
[[ 0.07065489]
[ 0.14030669]
[-0.0501939 ]
[ 0.05384852]]
Inputs:
[[ 5.4]
[ 3.4]
[ 1.5]
[ 0.4]]
Targets:
[[1]]
Hidden inputs:
[[ 3.47610868]
[ 4.59086811]
[-4.5013798 ]
[ 3.09064083]]
Hidden outputs:
[[ 0.97000029]
[ 0.98995782]
[ 0.01097196]
[ 0.95650503]]
Final iutputs:
[[ 1.83605204]]
Final outputs:
[[ 0.86248112]]
Output errors:
[[ 0.13751888]]
Output errors:
[[ 0.06926923]
[ 0.13646213]
[-0.04837603]
[ 0.05304695]]
Inputs:
[[ 5.2]
[ 4.1]
[ 1.5]
[ 0.1]]
Targets:
[[1]]
Hidden inputs:
[[ 3.74922529]
[ 5.10617993]
[-4.71253166]
[ 3.45125718]]
Hidden outputs:
[[ 0.97700523]
[ 0.99397731]
[ 0.00890205]
[ 0.96926861]]
Final iutputs:
[[ 1.87253609]]
Final outputs:
[[ 0.86675145]]
Output errors:
[[ 0.13324855]]
Output errors:
[[ 0.06817232]
[ 0.13330039]
[-0.0468619 ]
[ 0.05243913]]
Inputs:
[[ 5.5]
[ 4.2]
[ 1.4]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.95993844]
[ 5.1892337 ]
[-4.88301969]
[ 3.59657225]]
Hidden outputs:
[[ 0.98129236]
[ 0.99445464]
[ 0.00751717]
[ 0.97331412]]
Final iutputs:
[[ 1.89952879]]
Final outputs:
[[ 0.86983818]]
Output errors:
[[ 0.13016182]]
Output errors:
[[ 0.06757162]
[ 0.13120798]
[-0.04576741]
[ 0.05219513]]
Inputs:
[[ 4.9]
[ 3.1]
[ 1.5]
[ 0.1]]
Targets:
[[1]]
Hidden inputs:
[[ 3.35017791]
[ 4.39656709]
[-4.24413064]
[ 2.92790287]]
Hidden outputs:
[[ 0.96611066]
[ 0.98783037]
[ 0.01414524]
[ 0.94920866]]
Final iutputs:
[[ 1.89400531]]
Final outputs:
[[ 0.86921154]]
Output errors:
[[ 0.13078846]]
Output errors:
[[ 0.06884261]
[ 0.13279802]
[-0.04598051]
[ 0.05338441]]
Inputs:
[[ 5. ]
[ 3.2]
[ 1.2]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.49661922]
[ 4.30840035]
[-4.25466036]
[ 3.01518451]]
Hidden outputs:
[[ 0.97059142]
[ 0.98672358]
[ 0.01399915]
[ 0.95325542]]
Final iutputs:
[[ 1.91788867]]
Final outputs:
[[ 0.87190281]]
Output errors:
[[ 0.12809719]]
Output errors:
[[ 0.06834604]
[ 0.13100611]
[-0.04502089]
[ 0.05318984]]
Inputs:
[[ 5.5]
[ 3.5]
[ 1.3]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.89373056]
[ 4.75444512]
[-4.69100227]
[ 3.35116433]]
Hidden outputs:
[[ 0.98003741]
[ 0.99146023]
[ 0.00909402]
[ 0.96614294]]
Final iutputs:
[[ 1.95523988]]
Final outputs:
[[ 0.87601687]]
Output errors:
[[ 0.12398313]]
Output errors:
[[ 0.06701182]
[ 0.12767376]
[-0.04356255]
[ 0.052327 ]]
Inputs:
[[ 4.9]
[ 3.1]
[ 1.5]
[ 0.1]]
Targets:
[[1]]
Hidden inputs:
[[ 3.45203319]
[ 4.47780026]
[-4.27470017]
[ 3.05105862]]
Hidden outputs:
[[ 0.96929172]
[ 0.98876919]
[ 0.01372522]
[ 0.95482821]]
Final iutputs:
[[ 1.95946668]]
Final outputs:
[[ 0.87647522]]
Output errors:
[[ 0.12352478]]
Output errors:
[[ 0.06757917]
[ 0.12802635]
[-0.04339394]
[ 0.05293709]]
Inputs:
[[ 4.4]
[ 3. ]
[ 1.3]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.15501457]
[ 4.12567637]
[-3.86068926]
[ 2.88856396]]
Hidden outputs:
[[ 0.95910586]
[ 0.98410419]
[ 0.02061937]
[ 0.94727821]]
Final iutputs:
[[ 1.96217461]]
Final outputs:
[[ 0.8767681]]
Output errors:
[[ 0.1232319]]
Output errors:
[[ 0.06821766]
[ 0.12853757]
[-0.04327974]
[ 0.05359838]]
Inputs:
[[ 5.1]
[ 3.4]
[ 1.5]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.69662985]
[ 4.77087014]
[-4.47818818]
[ 3.35156453]]
Hidden outputs:
[[ 0.9757935 ]
[ 0.99159818]
[ 0.0112265 ]
[ 0.96615603]]
Final iutputs:
[[ 2.00956007]]
Final outputs:
[[ 0.88179718]]
Output errors:
[[ 0.11820282]]
Output errors:
[[ 0.06618845]
[ 0.12406638]
[-0.04149727]
[ 0.05215647]]
Inputs:
[[ 5. ]
[ 3.5]
[ 1.3]
[ 0.3]]
Targets:
[[1]]
Hidden inputs:
[[ 3.6930409 ]
[ 4.67291373]
[-4.37734719]
[ 3.3894685 ]]
Hidden outputs:
[[ 0.97570858]
[ 0.99074152]
[ 0.01240287]
[ 0.96737377]]
Final iutputs:
[[ 2.02641303]]
Final outputs:
[[ 0.8835425]]
Output errors:
[[ 0.1164575]]
Output errors:
[[ 0.06591118]
[ 0.12294585]
[-0.04087649]
[ 0.05207947]]
Inputs:
[[ 4.5]
[ 2.3]
[ 1.3]
[ 0.3]]
Targets:
[[1]]
Hidden inputs:
[[ 3.04366392]
[ 3.72658691]
[-3.70254909]
[ 2.63181922]]
Hidden outputs:
[[ 0.95450819]
[ 0.97649111]
[ 0.02406708]
[ 0.93288155]]
Final iutputs:
[[ 1.99663613]]
Final outputs:
[[ 0.88044344]]
Output errors:
[[ 0.11955656]]
Output errors:
[[ 0.06836406]
[ 0.12692726]
[-0.04195538]
[ 0.05415831]]
Inputs:
[[ 4.4]
[ 3.2]
[ 1.3]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.35444429]
[ 4.36938265]
[-3.96529785]
[ 3.14495931]]
Hidden outputs:
[[ 0.96625007]
[ 0.9874992 ]
[ 0.01860951]
[ 0.95870964]]
Final iutputs:
[[ 2.04615387]]
Final outputs:
[[ 0.88555841]]
Output errors:
[[ 0.11444159]]
Output errors:
[[ 0.06612661]
[ 0.12220014]
[-0.04014307]
[ 0.05251305]]
Inputs:
[[ 5. ]
[ 3.5]
[ 1.6]
[ 0.6]]
Targets:
[[1]]
Hidden inputs:
[[ 3.60257905]
[ 4.86489178]
[-4.35241696]
[ 3.5581739 ]]
Hidden outputs:
[[ 0.9734697 ]
[ 0.99234637]
[ 0.01271198]
[ 0.97229844]]
Final iutputs:
[[ 2.08034969]]
Final outputs:
[[ 0.88897855]]
Output errors:
[[ 0.11102145]]
Output errors:
[[ 0.06477247]
[ 0.1191839 ]
[-0.0389314 ]
[ 0.0515609 ]]
Inputs:
[[ 5.1]
[ 3.8]
[ 1.9]
[ 0.4]]
Targets:
[[1]]
Hidden inputs:
[[ 3.82834629]
[ 5.36589375]
[-4.65349006]
[ 3.81836249]]
Hidden outputs:
[[ 0.97871726]
[ 0.99534846]
[ 0.00943836]
[ 0.9785083 ]]
Final iutputs:
[[ 2.10651033]]
Final outputs:
[[ 0.89153434]]
Output errors:
[[ 0.10846566]]
Output errors:
[[ 0.06385985]
[ 0.1170299 ]
[-0.03802762]
[ 0.05095172]]
Inputs:
[[ 4.8]
[ 3. ]
[ 1.4]
[ 0.3]]
Targets:
[[1]]
Hidden inputs:
[[ 3.56086777]
[ 4.45189879]
[-4.16840031]
[ 3.23957631]]
Hidden outputs:
[[ 0.9723709 ]
[ 0.98847789]
[ 0.01524111]
[ 0.96229674]]
Final iutputs:
[[ 2.1008007]]
Final outputs:
[[ 0.89098098]]
Output errors:
[[ 0.10901902]]
Output errors:
[[ 0.06474521]
[ 0.11819603]
[-0.03821623]
[ 0.05177111]]
Inputs:
[[ 5.1]
[ 3.8]
[ 1.6]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 4.04878985]
[ 5.27685148]
[-4.69587152]
[ 3.833396 ]]
Hidden outputs:
[[ 0.98285559]
[ 0.99491747]
[ 0.00905025]
[ 0.97882219]]
Final iutputs:
[[ 2.13928211]]
Final outputs:
[[ 0.89466297]]
Output errors:
[[ 0.10533703]]
Output errors:
[[ 0.06310083]
[ 0.1147554 ]
[-0.03691702]
[ 0.0505593 ]]
Inputs:
[[ 4.6]
[ 3.2]
[ 1.4]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.59712838]
[ 4.58297283]
[-4.15593352]
[ 3.34410533]]
Hidden outputs:
[[ 0.97332856]
[ 0.98987903]
[ 0.01542936]
[ 0.96591128]]
Final iutputs:
[[ 2.13398368]]
Final outputs:
[[ 0.8941626]]
Output errors:
[[ 0.1058374]]
Output errors:
[[ 0.0639169 ]
[ 0.11582317]
[-0.03708763]
[ 0.05131367]]
Inputs:
[[ 5.3]
[ 3.7]
[ 1.5]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 4.21839606]
[ 5.25026261]
[-4.7942073 ]
[ 3.87652811]]
Hidden outputs:
[[ 0.98549136]
[ 0.99478124]
[ 0.0082096 ]
[ 0.97969806]]
Final iutputs:
[[ 2.17038288]]
Final outputs:
[[ 0.89755818]]
Output errors:
[[ 0.10244182]]
Output errors:
[[ 0.0623656 ]
[ 0.11261506]
[-0.03588983]
[ 0.05016292]]
Inputs:
[[ 5. ]
[ 3.3]
[ 1.4]
[ 0.2]]
Targets:
[[1]]
Hidden inputs:
[[ 3.93228091]
[ 4.82191248]
[-4.4625228 ]
[ 3.56765677]]
Hidden outputs:
[[ 0.98077782]
[ 0.99201293]
[ 0.01140173]
[ 0.97255271]]
Final iutputs:
[[ 2.17354042]]
Final outputs:
[[ 0.89784814]]
Output errors:
[[ 0.10215186]]
Output errors:
[[ 0.06266319]
[ 0.11277489]
[-0.03578429]
[ 0.05049226]]
Inputs:
[[ 7. ]
[ 3.2]
[ 4.7]
[ 1.4]]
Targets:
[[2]]
Hidden inputs:
[[ 3.97016882]
[ 7.17652296]
[-5.88598386]
[ 4.62901187]]
Hidden outputs:
[[ 0.98147924]
[ 0.99923626]
[ 0.00277042]
[ 0.99033002]]
Final iutputs:
[[ 2.20742085]]
Final outputs:
[[ 0.90091393]]
Output errors:
[[ 1.09908607]]
Output errors:
[[ 0.679264 ]
[ 1.21849034]
[-0.38495649]
[ 0.54827052]]
Inputs:
[[ 6.4]
[ 3.2]
[ 4.5]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 4.05911106]
[ 6.84737344]
[-5.45921577]
[ 4.62704359]]
Hidden outputs:
[[ 0.98302864]
[ 0.99893889]
[ 0.00423885]
[ 0.99031115]]
Final iutputs:
[[ 2.35193517]]
Final outputs:
[[ 0.91308792]]
Output errors:
[[ 1.08691208]]
Output errors:
[[ 0.72407285]
[ 1.25827327]
[-0.38054481]
[ 0.59500225]]
Inputs:
[[ 6.9]
[ 3.1]
[ 4.9]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 4.77180578]
[ 7.25880684]
[-5.89475583]
[ 5.01450224]]
Hidden outputs:
[[ 0.99160598]
[ 0.99929655]
[ 0.00274629]
[ 0.99340287]]
Final iutputs:
[[ 2.48779863]]
Final outputs:
[[ 0.92328202]]
Output errors:
[[ 1.07671798]]
Output errors:
[[ 0.76293018]
[ 1.29285918]
[-0.37677886]
[ 0.63540829]]
Inputs:
[[ 5.5]
[ 2.3]
[ 4. ]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 3.88938288]
[ 5.72672041]
[-4.65632544]
[ 4.05373539]]
Hidden outputs:
[[ 0.97995217]
[ 0.99675283]
[ 0.00941189]
[ 0.98293872]]
Final iutputs:
[[ 2.58025303]]
Final outputs:
[[ 0.92957983]]
Output errors:
[[ 1.07042017]]
Output errors:
[[ 0.79894367]
[ 1.32608699]
[-0.37446295]
[ 0.67224102]]
Inputs:
[[ 6.5]
[ 2.8]
[ 4.6]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 5.15201619]
[ 6.88909904]
[-5.62740585]
[ 5.16834804]]
Hidden outputs:
[[ 0.99424558]
[ 0.99898221]
[ 0.003585 ]
[ 0.99433827]]
Final iutputs:
[[ 2.70614637]]
Final outputs:
[[ 0.93738835]]
Output errors:
[[ 1.06261165]]
Output errors:
[[ 0.82959827]
[ 1.35352164]
[-0.37138092]
[ 0.70393107]]
Inputs:
[[ 5.7]
[ 2.8]
[ 4.5]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 4.77724353]
[ 6.63047464]
[-5.19052218]
[ 4.96773444]]
Hidden outputs:
[[ 0.99165112]
[ 0.9986822 ]
[ 0.00553825]
[ 0.9930892 ]]
Final iutputs:
[[ 2.79487659]]
Final outputs:
[[ 0.94239834]]
Output errors:
[[ 1.05760166]]
Output errors:
[[ 0.85847641]
[ 1.38008581]
[-0.36951171]
[ 0.73340477]]
Inputs:
[[ 6.3]
[ 3.3]
[ 4.7]
[ 1.6]]
Targets:
[[2]]
Hidden inputs:
[[ 5.55944704]
[ 7.31048109]
[-5.75283146]
[ 5.73805055]]
Hidden outputs:
[[ 0.99616387]
[ 0.99933195]
[ 0.00316374]
[ 0.9967893 ]]
Final iutputs:
[[ 2.88820363]]
Final outputs:
[[ 0.94726021]]
Output errors:
[[ 1.05273979]]
Output errors:
[[ 0.88449682]
[ 1.40392081]
[-0.36764567]
[ 0.7600436 ]]
Inputs:
[[ 4.9]
[ 2.4]
[ 3.3]
[ 1. ]]
Targets:
[[2]]
Hidden inputs:
[[ 4.4811612 ]
[ 5.43595604]
[-4.47280461]
[ 4.33882405]]
Hidden outputs:
[[ 0.98880645]
[ 0.99566183]
[ 0.01128642]
[ 0.98711629]]
Final iutputs:
[[ 2.94525013]]
Final outputs:
[[ 0.95003852]]
Output errors:
[[ 1.04996148]]
Output errors:
[[ 0.90966697]
[ 1.42780762]
[-0.36658806]
[ 0.78555946]]
Inputs:
[[ 6.6]
[ 2.9]
[ 4.6]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 6.18571768]
[ 7.37446588]
[-6.08102459]
[ 5.94804793]]
Hidden outputs:
[[ 0.99794561]
[ 0.99937333]
[ 0.00228062]
[ 0.99739587]]
Final iutputs:
[[ 3.04296806]]
Final outputs:
[[ 0.95447796]]
Output errors:
[[ 1.04552204]]
Output errors:
[[ 0.93158181]
[ 1.44771026]
[-0.36474401]
[ 0.80795503]]
Inputs:
[[ 5.2]
[ 2.7]
[ 3.9]
[ 1.4]]
Targets:
[[2]]
Hidden inputs:
[[ 4.9396919 ]
[ 6.2075298 ]
[-4.87047132]
[ 5.10097883]]
Hidden outputs:
[[ 0.99289405]
[ 0.99798984]
[ 0.00761137]
[ 0.99394609]]
Final iutputs:
[[ 3.09970378]]
Final outputs:
[[ 0.95688052]]
Output errors:
[[ 1.04311948]]
Output errors:
[[ 0.95308567]
[ 1.4680619 ]
[-0.36385181]
[ 0.82972994]]
Inputs:
[[ 5. ]
[ 2. ]
[ 3.5]
[ 1. ]]
Targets:
[[2]]
Hidden inputs:
[[ 4.80276502]
[ 5.54642521]
[-4.62605017]
[ 4.56018669]]
Hidden outputs:
[[ 0.99185978]
[ 0.99611378]
[ 0.00969839]
[ 0.98964818]]
Final iutputs:
[[ 3.15572707]]
Final outputs:
[[ 0.95913379]]
Output errors:
[[ 1.04086621]]
Output errors:
[[ 0.9732668 ]
[ 1.48724476]
[-0.36289536]
[ 0.8502011 ]]
Inputs:
[[ 5.9]
[ 3. ]
[ 4.2]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 6.02007304]
[ 7.10752192]
[-5.65792933]
[ 6.05508105]]
Hidden outputs:
[[ 0.9975764 ]
[ 0.99918175]
[ 0.0034776 ]
[ 0.99765958]]
Final iutputs:
[[ 3.23479705]]
Final outputs:
[[ 0.96212296]]
Output errors:
[[ 1.03787704]]
Output errors:
[[ 0.99147105]
[ 1.50406304]
[-0.36164786]
[ 0.86871196]]
Inputs:
[[ 6. ]
[ 2.2]
[ 4. ]
[ 1. ]]
Targets:
[[2]]
Hidden inputs:
[[ 6.03063564]
[ 6.61506862]
[-5.63891454]
[ 5.55701236]]
Hidden outputs:
[[ 0.9976018 ]
[ 0.99866177]
[ 0.00354412]
[ 0.99615455]]
Final iutputs:
[[ 3.28927051]]
Final outputs:
[[ 0.96405889]]
Output errors:
[[ 1.03594111]]
Output errors:
[[ 1.00916525]
[ 1.52083256]
[-0.36090516]
[ 0.88663676]]
Inputs:
[[ 6.1]
[ 2.9]
[ 4.7]
[ 1.4]]
Targets:
[[2]]
Hidden inputs:
[[ 6.34518522]
[ 7.59265171]
[-6.0038106 ]
[ 6.39132016]]
Hidden outputs:
[[ 0.9982479 ]
[ 0.99949611]
[ 0.00246324]
[ 0.99832676]]
Final iutputs:
[[ 3.34699628]]
Final outputs:
[[ 0.96600634]]
Output errors:
[[ 1.03399366]]
Output errors:
[[ 1.02578107]
[ 1.53650617]
[-0.36016093]
[ 0.90345606]]
Inputs:
[[ 5.6]
[ 2.9]
[ 3.6]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 5.98899616]
[ 6.67334618]
[-5.44471325]
[ 5.86963983]]
Hidden outputs:
[[ 0.99750009]
[ 0.99873743]
[ 0.0043005 ]
[ 0.99718406]]
Final iutputs:
[[ 3.39424215]]
Final outputs:
[[ 0.9675241]]
Output errors:
[[ 1.0324759]]
Output errors:
[[ 1.04177319]
[ 1.55177049]
[-0.35958908]
[ 0.91962912]]
Inputs:
[[ 6.7]
[ 3.1]
[ 4.4]
[ 1.4]]
Targets:
[[2]]
Hidden inputs:
[[ 7.14089946]
[ 7.88534796]
[-6.51722009]
[ 6.87690399]]
Hidden outputs:
[[ 0.99920859]
[ 0.99962393]
[ 0.00147559]
[ 0.99896973]]
Final iutputs:
[[ 3.44839305]]
Final outputs:
[[ 0.96918318]]
Output errors:
[[ 1.03081682]]
Output errors:
[[ 1.05677806]
[ 1.56597655]
[-0.35893935]
[ 0.93482499]]
Inputs:
[[ 5.6]
[ 3. ]
[ 4.5]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 6.05437485]
[ 7.38490653]
[-5.68266464]
[ 6.31472935]]
Hidden outputs:
[[ 0.99765793]
[ 0.99937984]
[ 0.00339292]
[ 0.99819381]]
Final iutputs:
[[ 3.49113547]]
Final outputs:
[[ 0.97043449]]
Output errors:
[[ 1.02956551]]
Output errors:
[[ 1.0713316 ]
[ 1.57991855]
[-0.35848025]
[ 0.94952277]]
Inputs:
[[ 5.8]
[ 2.7]
[ 4.1]
[ 1. ]]
Targets:
[[2]]
Hidden inputs:
[[ 6.38096808]
[ 7.1465524 ]
[-5.85262881]
[ 6.11879531]]
Hidden outputs:
[[ 0.99830938]
[ 0.99921305]
[ 0.00286411]
[ 0.99780373]]
Final iutputs:
[[ 3.53555207]]
Final outputs:
[[ 0.97168258]]
Output errors:
[[ 1.02831742]]
Output errors:
[[ 1.08518538]
[ 1.59318195]
[-0.35799415]
[ 0.96353236]]
Inputs:
[[ 6.2]
[ 2.2]
[ 4.5]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 6.376683 ]
[ 7.13890569]
[-5.91429472]
[ 6.20939864]]
Hidden outputs:
[[ 0.99830213]
[ 0.99920701]
[ 0.00269329]
[ 0.99799359]]
Final iutputs:
[[ 3.57808498]]
Final outputs:
[[ 0.97282971]]
Output errors:
[[ 1.02717029]]
Output errors:
[[ 1.09848199]
[ 1.605925 ]
[-0.35755317]
[ 0.97695733]]
Inputs:
[[ 5.6]
[ 2.5]
[ 3.9]
[ 1.1]]
Targets:
[[2]]
Hidden inputs:
[[ 6.16145211]
[ 6.81739846]
[-5.60559368]
[ 5.94529765]]
Hidden outputs:
[[ 0.99789525]
[ 0.99890663]
[ 0.00366376]
[ 0.99738871]]
Final iutputs:
[[ 3.6168528]]
Final outputs:
[[ 0.97383585]]
Output errors:
[[ 1.02616415]]
Output errors:
[[ 1.11131264]
[ 1.6182712 ]
[-0.35716542]
[ 0.98990272]]
Inputs:
[[ 5.9]
[ 3.2]
[ 4.8]
[ 1.8]]
Targets:
[[2]]
Hidden inputs:
[[ 6.58488838]
[ 7.96015583]
[-6.07855526]
[ 6.98235366]]
Hidden outputs:
[[ 0.99862082]
[ 0.99965102]
[ 0.00228625]
[ 0.99907274]]
Final iutputs:
[[ 3.66002534]]
Final outputs:
[[ 0.97491366]]
Output errors:
[[ 1.02508634]]
Output errors:
[[ 1.12351827]
[ 1.62995791]
[-0.35674118]
[ 1.00222908]]
Inputs:
[[ 6.1]
[ 2.8]
[ 4. ]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 6.82189598]
[ 7.35164209]
[-6.09757949]
[ 6.56516728]]
Hidden outputs:
[[ 0.99891153]
[ 0.99935887]
[ 0.00224326]
[ 0.99859339]]
Final iutputs:
[[ 3.69695906]]
Final outputs:
[[ 0.97580128]]
Output errors:
[[ 1.02419872]]
Output errors:
[[ 1.13536633]
[ 1.64138067]
[-0.35640293]
[ 1.01418796]]
Inputs:
[[ 6.3]
[ 2.5]
[ 4.9]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 6.85311292]
[ 7.83668417]
[-6.32270415]
[ 6.81336092]]
Hidden outputs:
[[ 0.99894495]
[ 0.99960518]
[ 0.00179187]
[ 0.99890221]]
Final iutputs:
[[ 3.7340619]]
Final outputs:
[[ 0.9766621]]
Output errors:
[[ 1.0233379]]
Output errors:
[[ 1.14677309]
[ 1.65236767]
[-0.35607562]
[ 1.02569264]]
Inputs:
[[ 6.1]
[ 2.8]
[ 4.7]
[ 1.2]]
Targets:
[[2]]
Hidden inputs:
[[ 6.96307456]
[ 7.92834419]
[-6.36241869]
[ 6.86314343]]
Hidden outputs:
[[ 0.99905471]
[ 0.99963975]
[ 0.00172222]
[ 0.99895547]]
Final iutputs:
[[ 3.76924906]]
Final outputs:
[[ 0.97745082]]
Output errors:
[[ 1.02254918]]
Output errors:
[[ 1.15780223]
[ 1.66301501]
[-0.35577981]
[ 1.03681459]]
Inputs:
[[ 6.4]
[ 2.9]
[ 4.3]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 7.28879964]
[ 7.85378957]
[-6.50428321]
[ 7.01410578]]
Hidden outputs:
[[ 0.99931732]
[ 0.99961187]
[ 0.00149478]
[ 0.9991017 ]]
Final iutputs:
[[ 3.80348643]]
Final outputs:
[[ 0.97819322]]
Output errors:
[[ 1.02180678]]
Output errors:
[[ 1.16846534]
[ 1.67331805]
[-0.35550167]
[ 1.04756439]]
Inputs:
[[ 6.6]
[ 3. ]
[ 4.4]
[ 1.4]]
Targets:
[[2]]
Hidden inputs:
[[ 7.52465767]
[ 8.08902255]
[-6.69884499]
[ 7.26681789]]
Hidden outputs:
[[ 0.99946068]
[ 0.9996932 ]
[ 0.00123082]
[ 0.99930216]]
Final iutputs:
[[ 3.83673726]]
Final outputs:
[[ 0.97889134]]
Output errors:
[[ 1.02110866]]
Output errors:
[[ 1.17878767]
[ 1.68329874]
[-0.35524216]
[ 1.05796693]]
Inputs:
[[ 6.8]
[ 2.8]
[ 4.8]
[ 1.4]]
Targets:
[[2]]
Hidden inputs:
[[ 7.66088178]
[ 8.33879164]
[-6.89960736]
[ 7.39826095]]
Hidden outputs:
[[ 0.99952933]
[ 0.999761 ]
[ 0.00100717]
[ 0.99938806]]
Final iutputs:
[[ 3.86871375]]
Final outputs:
[[ 0.97954205]]
Output errors:
[[ 1.02045795]]
Output errors:
[[ 1.18879612]
[ 1.69298819]
[-0.35500252]
[ 1.06805067]]
Inputs:
[[ 6.7]
[ 3. ]
[ 5. ]
[ 1.7]]
Targets:
[[2]]
Hidden inputs:
[[ 7.57012547]
[ 8.51731258]
[-6.8509561 ]
[ 7.59389889]]
Hidden outputs:
[[ 0.99948464]
[ 0.99980006]
[ 0.00105732]
[ 0.99949674]]
Final iutputs:
[[ 3.89947092]]
Final outputs:
[[ 0.9801494]]
Output errors:
[[ 1.0198506]]
Output errors:
[[ 1.19851133]
[ 1.70240573]
[-0.35478073]
[ 1.07783627]]
Inputs:
[[ 6. ]
[ 2.9]
[ 4.5]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 6.91680325]
[ 7.82057819]
[-6.24010539]
[ 6.97325643]]
Hidden outputs:
[[ 0.99900999]
[ 0.99959877]
[ 0.00194586]
[ 0.99906428]]
Final iutputs:
[[ 3.92753998]]
Final outputs:
[[ 0.98068823]]
Output errors:
[[ 1.01931177]]
Output errors:
[[ 1.20798589]
[ 1.71161725]
[-0.35458259]
[ 1.0873747 ]]
Inputs:
[[ 5.7]
[ 2.6]
[ 3.5]
[ 1. ]]
Targets:
[[2]]
Hidden inputs:
[[ 6.66967813]
[ 6.89670419]
[-5.84562753]
[ 6.26102662]]
Hidden outputs:
[[ 0.9987328 ]
[ 0.99898991]
[ 0.00288418]
[ 0.99809435]]
Final iutputs:
[[ 3.95372209]]
Final outputs:
[[ 0.9811779]]
Output errors:
[[ 1.0188221]]
Output errors:
[[ 1.2172298 ]
[ 1.72062501]
[-0.35439312]
[ 1.09667709]]
Inputs:
[[ 5.5]
[ 2.4]
[ 3.8]
[ 1.1]]
Targets:
[[2]]
Hidden inputs:
[[ 6.38571965]
[ 6.88450975]
[-5.68992273]
[ 6.17034307]]
Hidden outputs:
[[ 0.99831738]
[ 0.99897753]
[ 0.00336847]
[ 0.99791384]]
Final iutputs:
[[ 3.98098098]]
Final outputs:
[[ 0.98167476]]
Output errors:
[[ 1.01832524]]
Output errors:
[[ 1.22620415]
[ 1.72935633]
[-0.35419266]
[ 1.10570412]]
Inputs:
[[ 5.5]
[ 2.4]
[ 3.7]
[ 1. ]]
Targets:
[[2]]
Hidden inputs:
[[ 6.47386185]
[ 6.88476788]
[-5.73063236]
[ 6.1880167 ]]
Hidden outputs:
[[ 0.99845912]
[ 0.99897779]
[ 0.00323453]
[ 0.99795031]]
Final iutputs:
[[ 4.00863095]]
Final outputs:
[[ 0.9821656]]
Output errors:
[[ 1.0178344]]
Output errors:
[[ 1.23492032]
[ 1.73783613]
[-0.35399053]
[ 1.11447461]]
Inputs:
[[ 5.8]
[ 2.7]
[ 3.9]
[ 1.2]]
Targets:
[[2]]
Hidden inputs:
[[ 6.90461865]
[ 7.39473163]
[-6.08137765]
[ 6.71595558]]
Hidden outputs:
[[ 0.99899786]
[ 0.9993859 ]
[ 0.00227982]
[ 0.99879004]]
Final iutputs:
[[ 4.03790975]]
Final outputs:
[[ 0.98267129]]
Output errors:
[[ 1.01732871]]
Output errors:
[[ 1.24336165]
[ 1.7460323 ]
[-0.35378533]
[ 1.12297116]]
Inputs:
[[ 6. ]
[ 2.7]
[ 5.1]
[ 1.6]]
Targets:
[[2]]
Hidden inputs:
[[ 7.04909257]
[ 8.28989174]
[-6.44004008]
[ 7.31944898]]
Hidden outputs:
[[ 0.99913256]
[ 0.99974902]
[ 0.0015938 ]
[ 0.99933791]]
Final iutputs:
[[ 4.06548635]]
Final outputs:
[[ 0.98313467]]
Output errors:
[[ 1.01686533]]
Output errors:
[[ 1.25159432]
[ 1.75403942]
[-0.3536041 ]
[ 1.13125684]]
Inputs:
[[ 5.4]
[ 3. ]
[ 4.5]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 6.63772106]
[ 7.82305269]
[-5.97692807]
[ 6.98590345]]
Hidden outputs:
[[ 0.9986917 ]
[ 0.99959976]
[ 0.00253019]
[ 0.99907603]]
Final iutputs:
[[ 4.08932294]]
Final outputs:
[[ 0.98352539]]
Output errors:
[[ 1.01647461]]
Output errors:
[[ 1.25967513]
[ 1.76193246]
[-0.35345458]
[ 1.13938565]]
Inputs:
[[ 6. ]
[ 3.4]
[ 4.5]
[ 1.6]]
Targets:
[[2]]
Hidden inputs:
[[ 7.46018935]
[ 8.41963542]
[-6.58174917]
[ 7.66437746]]
Hidden outputs:
[[ 0.99942478]
[ 0.99977955]
[ 0.00138351]
[ 0.99953097]]
Final iutputs:
[[ 4.1161249]]
Final outputs:
[[ 0.98395408]]
Output errors:
[[ 1.01604592]]
Output errors:
[[ 1.26750013]
[ 1.76955323]
[-0.35328434]
[ 1.14726459]]
Inputs:
[[ 6.7]
[ 3.1]
[ 4.7]
[ 1.5]]
Targets:
[[2]]
Hidden inputs:
[[ 8.09782915]
[ 8.73004656]
[-7.12610368]
[ 7.95066126]]
Hidden outputs:
[[ 9.99695894e-01]
[ 9.99838371e-01]
[ 8.03199686e-04]
[ 9.99647695e-01]]
Final iutputs:
[[ 4.1409451]]
Final outputs:
[[ 0.98434129]]
Output errors:
[[ 1.01565871]]
Output errors:
[[ 1.2751589 ]
[ 1.77702357]
[-0.35313843]
[ 1.15497005]]
Inputs:
[[ 6.3]
[ 2.3]
[ 4.4]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 7.35830176]
[ 7.77006348]
[-6.51864518]
[ 7.0410414 ]]
Hidden outputs:
[[ 0.99936313]
[ 0.99957799]
[ 0.00147349]
[ 0.99912555]]
Final iutputs:
[[ 4.16270572]]
Final outputs:
[[ 0.98467318]]
Output errors:
[[ 1.01532682]]
Output errors:
[[ 1.2826872 ]
[ 1.784389 ]
[-0.35301665]
[ 1.16253724]]
Inputs:
[[ 5.6]
[ 3. ]
[ 4.1]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 7.00704947]
[ 7.75148899]
[-6.16380807]
[ 7.04295289]]
Hidden outputs:
[[ 0.99909534]
[ 0.99957008]
[ 0.00209981]
[ 0.99912722]]
Final iutputs:
[[ 4.18509081]]
Final outputs:
[[ 0.98500738]]
Output errors:
[[ 1.01499262]]
Output errors:
[[ 1.29003652]
[ 1.79157486]
[-0.352889 ]
[ 1.16992427]]
Inputs:
[[ 5.5]
[ 2.5]
[ 4. ]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 6.67651041]
[ 7.27151577]
[-5.89304831]
[ 6.62287923]]
Hidden outputs:
[[ 0.99874142]
[ 0.99930543]
[ 0.00275097]
[ 0.99867217]]
Final iutputs:
[[ 4.20586573]]
Final outputs:
[[ 0.98531111]]
Output errors:
[[ 1.01468889]]
Output errors:
[[ 1.29724833]
[ 1.79864019]
[-0.35276743]
[ 1.17717225]]
Inputs:
[[ 5.5]
[ 2.6]
[ 4.4]
[ 1.2]]
Targets:
[[2]]
Hidden inputs:
[[ 6.83959277]
[ 7.70179094]
[-6.10642969]
[ 6.87109861]]
Hidden outputs:
[[ 0.99893061]
[ 0.99954819]
[ 0.00222354]
[ 0.99896374]]
Final iutputs:
[[ 4.22904533]]
Final outputs:
[[ 0.98564284]]
Output errors:
[[ 1.01435716]]
Output errors:
[[ 1.30426312]
[ 1.80549527]
[-0.35263161]
[ 1.18422579]]
Inputs:
[[ 6.1]
[ 3. ]
[ 4.6]
[ 1.4]]
Targets:
[[2]]
Hidden inputs:
[[ 7.64257165]
[ 8.43191983]
[-6.73619155]
[ 7.64761134]]
Hidden outputs:
[[ 0.99952064]
[ 0.99978224]
[ 0.00118575]
[ 0.99952304]]
Final iutputs:
[[ 4.25273889]]
Final outputs:
[[ 0.9859743]]
Output errors:
[[ 1.0140257]]
Output errors:
[[ 1.31110691]
[ 1.81217977]
[-0.3525002 ]
[ 1.19110905]]
Inputs:
[[ 5.8]
[ 2.6]
[ 4. ]
[ 1.2]]
Targets:
[[2]]
Hidden inputs:
[[ 7.179999 ]
[ 7.59646222]
[-6.26501597]
[ 6.96321146]]
Hidden outputs:
[[ 0.99923891]
[ 0.99949803]
[ 0.00189807]
[ 0.99905484]]
Final iutputs:
[[ 4.27207983]]
Final outputs:
[[ 0.98623927]]
Output errors:
[[ 1.01376073]]
Output errors:
[[ 1.31786887]
[ 1.81881265]
[-0.35239966]
[ 1.19790237]]
Inputs:
[[ 5. ]
[ 2.3]
[ 3.3]
[ 1. ]]
Targets:
[[2]]
Hidden inputs:
[[ 6.24686611]
[ 6.51527992]
[-5.40950929]
[ 6.01567632]]
Hidden outputs:
[[ 0.99806723]
[ 0.99852155]
[ 0.00445391]
[ 0.99756574]]
Final iutputs:
[[ 4.28673859]]
Final outputs:
[[ 0.98643679]]
Output errors:
[[ 1.01356321]]
Output errors:
[[ 1.32457914]
[ 1.82542712]
[-0.35231776]
[ 1.20463474]]
Inputs:
[[ 5.6]
[ 2.7]
[ 4.2]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 7.0927916 ]
[ 7.78430823]
[-6.22298986]
[ 7.0981642 ]]
Hidden outputs:
[[ 0.99916962]
[ 0.99958396]
[ 0.00197938]
[ 0.99917406]]
Final iutputs:
[[ 4.31315178]]
Final outputs:
[[ 0.98678568]]
Output errors:
[[ 1.01321432]]
Output errors:
[[ 1.33097987]
[ 1.83165858]
[-0.35216589]
[ 1.21107331]]
Inputs:
[[ 5.7]
[ 3. ]
[ 4.2]
[ 1.2]]
Targets:
[[2]]
Hidden inputs:
[[ 7.4247828 ]
[ 8.11452434]
[-6.47280199]
[ 7.39643028]]
Hidden outputs:
[[ 0.99940406]
[ 0.99970093]
[ 0.00154251]
[ 0.99938694]]
Final iutputs:
[[ 4.3338719]]
Final outputs:
[[ 0.98705316]]
Output errors:
[[ 1.01294684]]
Output errors:
[[ 1.33731449]
[ 1.83786379]
[-0.35205968]
[ 1.21743961]]
Inputs:
[[ 5.7]
[ 2.9]
[ 4.2]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 7.35793964]
[ 8.02864322]
[-6.41502731]
[ 7.35607046]]
Hidden outputs:
[[ 0.9993629 ]
[ 0.99967412]
[ 0.0016341 ]
[ 0.9993617 ]]
Final iutputs:
[[ 4.35310365]]
Final outputs:
[[ 0.98729664]]
Output errors:
[[ 1.01270336]]
Output errors:
[[ 1.34354369]
[ 1.84397462]
[-0.35196494]
[ 1.22369752]]
Inputs:
[[ 6.2]
[ 2.9]
[ 4.3]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 7.9185727 ]
[ 8.38578539]
[-6.86239555]
[ 7.73234616]]
Hidden outputs:
[[ 0.99963621]
[ 0.99977197]
[ 0.00104531]
[ 0.99956178]]
Final iutputs:
[[ 4.37312609]]
Final outputs:
[[ 0.98754532]]
Output errors:
[[ 1.01245468]]
Output errors:
[[ 1.34963942]
[ 1.84994946]
[-0.35186801]
[ 1.22982267]]
Inputs:
[[ 5.1]
[ 2.5]
[ 3. ]
[ 1.1]]
Targets:
[[2]]
Hidden inputs:
[[ 6.52780495]
[ 6.58695664]
[-5.5293437 ]
[ 6.25868549]]
Hidden outputs:
[[ 0.99853992]
[ 0.99862367]
[ 0.00395291]
[ 0.9980899 ]]
Final iutputs:
[[ 4.38541133]]
Final outputs:
[[ 0.98769552]]
Output errors:
[[ 1.01230448]]
Output errors:
[[ 1.35573989]
[ 1.85597656]
[-0.35180922]
[ 1.23594044]]
Inputs:
[[ 5.7]
[ 2.8]
[ 4.1]
[ 1.3]]
Targets:
[[2]]
Hidden inputs:
[[ 7.3871446 ]
[ 7.97185551]
[-6.41097839]
[ 7.3455186 ]]
Hidden outputs:
[[ 0.99938122]
[ 0.99965508]
[ 0.00164072]
[ 0.99935494]]
Final iutputs:
[[ 4.40919202]]
Final outputs:
[[ 0.98798121]]
Output errors:
[[ 1.01201879]]
Output errors:
[[ 1.36157343]
[ 1.86166946]
[-0.35168532]
[ 1.24180499]]
Inputs:
[[ 6.3]
[ 3.3]
[ 6. ]
[ 2.5]]
Targets:
[[3]]
Hidden inputs:
[[ 8.02925685]
[ 9.82660703]
[-7.23648434]
[ 8.95316806]]
Hidden outputs:
[[ 9.99674316e-01]
[ 9.99946007e-01]
[ 7.19320232e-04]
[ 9.99870690e-01]]
Final iutputs:
[[ 4.42908745]]
Final outputs:
[[ 0.98821517]]
Output errors:
[[ 2.01178483]]
Output errors:
[[ 2.71874235]
[ 3.71288293]
[-0.69909288]
[ 2.48065522]]
Inputs:
[[ 5.8]
[ 2.7]
[ 5.1]
[ 1.9]]
Targets:
[[3]]
Hidden inputs:
[[ 7.36381873]
[ 8.57666294]
[-6.57176412]
[ 7.81093318]]
Hidden outputs:
[[ 0.99936663]
[ 0.99981158]
[ 0.00139737]
[ 0.99959488]]
Final iutputs:
[[ 4.46297123]]
Final outputs:
[[ 0.98860332]]
Output errors:
[[ 2.01139668]]
Output errors:
[[ 2.74177277]
[ 3.73572794]
[-0.69894105]
[ 2.5037362 ]]
Inputs:
[[ 7.1]
[ 3. ]
[ 5.9]
[ 2.1]]
Targets:
[[3]]
Hidden inputs:
[[ 8.9785154 ]
[ 10.09117327]
[ -7.94698275]
[ 9.22979681]]
Hidden outputs:
[[ 9.99873926e-01]
[ 9.99958558e-01]
[ 3.53602764e-04]
[ 9.99901936e-01]]
Final iutputs:
[[ 4.4986567]]
Final outputs:
[[ 0.98899845]]
Output errors:
[[ 2.01100155]]
Output errors:
[[ 2.76400638]
[ 3.75777643]
[-0.6987719 ]
[ 2.52602178]]
Inputs:
[[ 6.3]
[ 2.9]
[ 5.6]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 8.17011854]
[ 9.4377101 ]
[-7.28722456]
[ 8.50874016]]
Hidden outputs:
[[ 9.99717096e-01]
[ 9.99920344e-01]
[ 6.83756604e-04]
[ 9.99798343e-01]]
Final iutputs:
[[ 4.53093692]]
Final outputs:
[[ 0.98934419]]
Output errors:
[[ 2.01065581]]
Output errors:
[[ 2.78552572]
[ 3.77912678]
[-0.69864399]
[ 2.54758265]]
Inputs:
[[ 6.5]
[ 3. ]
[ 5.8]
[ 2.2]]
Targets:
[[3]]
Hidden inputs:
[[ 8.33920548]
[ 9.68580973]
[-7.42573428]
[ 8.84785637]]
Hidden outputs:
[[ 9.99761095e-01]
[ 9.99937845e-01]
[ 5.95368611e-04]
[ 9.99856331e-01]]
Final iutputs:
[[ 4.56291957]]
Final outputs:
[[ 0.98967614]]
Output errors:
[[ 2.01032386]]
Output errors:
[[ 2.80636611]
[ 3.79980746]
[-0.69851408]
[ 2.56846404]]
Inputs:
[[ 7.6]
[ 3. ]
[ 6.6]
[ 2.1]]
Targets:
[[3]]
Hidden inputs:
[[ 9.67417774]
[ 10.92650774]
[ -8.62164718]
[ 9.87838974]]
Hidden outputs:
[[ 9.99937117e-01]
[ 9.99982025e-01]
[ 1.80130797e-04]
[ 9.99948732e-01]]
Final iutputs:
[[ 4.59431528]]
Final outputs:
[[ 0.98999203]]
Output errors:
[[ 2.01000797]]
Output errors:
[[ 2.82656302]
[ 3.81985192]
[-0.69839202]
[ 2.58870031]]
Inputs:
[[ 4.9]
[ 2.5]
[ 4.5]
[ 1.7]]
Targets:
[[3]]
Hidden inputs:
[[ 6.44136856]
[ 7.583345 ]
[-5.73314448]
[ 6.91512816]]
Hidden outputs:
[[ 0.99840831]
[ 0.9994914 ]
[ 0.00322644]
[ 0.99900833]]
Final iutputs:
[[ 4.61880348]]
Final outputs:
[[ 0.99023177]]
Output errors:
[[ 2.00976823]]
Output errors:
[[ 2.84623668]
[ 3.839408 ]
[-0.69830512]
[ 2.60840257]]
Inputs:
[[ 7.3]
[ 2.9]
[ 6.3]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 9.55848068]
[ 10.61114423]
[ -8.44466912]
[ 9.56921261]]
Hidden outputs:
[[ 9.99929405e-01]
[ 9.99975361e-01]
[ 2.14997504e-04]
[ 9.99930159e-01]]
Final iutputs:
[[ 4.65325346]]
Final outputs:
[[ 0.99055943]]
Output errors:
[[ 2.00944057]]
Output errors:
[[ 2.86527343]
[ 3.85830399]
[-0.69812825]
[ 2.62748981]]
Inputs:
[[ 6.7]
[ 2.5]
[ 5.8]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 8.64162274]
[ 9.59415983]
[-7.64757571]
[ 8.69454755]]
Hidden outputs:
[[ 9.99823431e-01]
[ 9.99931879e-01]
[ 4.76971986e-04]
[ 9.99832531e-01]]
Final iutputs:
[[ 4.68098153]]
Final outputs:
[[ 0.99081523]]
Output errors:
[[ 2.00918477]]
Output errors:
[[ 2.88378482]
[ 3.87668983]
[-0.69803532]
[ 2.64603149]]
Inputs:
[[ 7.2]
[ 3.6]
[ 6.1]
[ 2.5]]
Targets:
[[3]]
Hidden inputs:
[[ 9.57759683]
[ 10.7883807 ]
[ -8.34804057]
[ 10.0378565 ]]
Hidden outputs:
[[ 9.99930742e-01]
[ 9.99979363e-01]
[ 2.36804086e-04]
[ 9.99956289e-01]]
Final iutputs:
[[ 4.70889521]]
Final outputs:
[[ 0.99106581]]
Output errors:
[[ 2.00893419]]
Output errors:
[[ 2.901788 ]
[ 3.89457118]
[-0.69793951]
[ 2.66406449]]
Inputs:
[[ 6.5]
[ 3.2]
[ 5.1]
[ 2. ]]
Targets:
[[3]]
Hidden inputs:
[[ 8.67694916]
[ 9.45799038]
[-7.48922376]
[ 8.84408994]]
Hidden outputs:
[[ 9.99829559e-01]
[ 9.99921943e-01]
[ 5.58764375e-04]
[ 9.99855789e-01]]
Final iutputs:
[[ 4.73506971]]
Final outputs:
[[ 0.99129461]]
Output errors:
[[ 2.00870539]]
Output errors:
[[ 2.91932155]
[ 3.91199252]
[-0.69785579]
[ 2.68162557]]
Inputs:
[[ 6.4]
[ 2.7]
[ 5.3]
[ 1.9]]
Targets:
[[3]]
Hidden inputs:
[[ 8.37837062]
[ 9.20488841]
[-7.32522741]
[ 8.49643597]]
Hidden outputs:
[[ 9.99770269e-01]
[ 9.99899463e-01]
[ 6.58276239e-04]
[ 9.99795847e-01]]
Final iutputs:
[[ 4.76081864]]
Final outputs:
[[ 0.99151403]]
Output errors:
[[ 2.00848597]]
Output errors:
[[ 2.93640758]
[ 3.92897172]
[-0.69776983]
[ 2.69873802]]
Inputs:
[[ 6.8]
[ 3. ]
[ 5.5]
[ 2.1]]
Targets:
[[3]]
Hidden inputs:
[[ 8.95564383]
[ 9.77804082]
[-7.7838938 ]
[ 9.10309376]]
Hidden outputs:
[[ 9.99871010e-01]
[ 9.99943320e-01]
[ 4.16214376e-04]
[ 9.99888692e-01]]
Final iutputs:
[[ 4.78660252]]
Final outputs:
[[ 0.99172825]]
Output errors:
[[ 2.00827175]]
Output errors:
[[ 2.95305971]
[ 3.94552018]
[-0.69768424]
[ 2.71541593]]
Inputs:
[[ 5.7]
[ 2.5]
[ 5. ]
[ 2. ]]
Targets:
[[3]]
Hidden inputs:
[[ 7.47185967]
[ 8.4321639 ]
[-6.56782285]
[ 7.81097692]]
Hidden outputs:
[[ 0.99943145]
[ 0.9997823 ]
[ 0.00140288]
[ 0.9995949 ]]
Final iutputs:
[[ 4.80959934]]
Final outputs:
[[ 0.99191478]]
Output errors:
[[ 2.00808522]]
Output errors:
[[ 2.96932441]
[ 3.9616939 ]
[-0.69761255]
[ 2.73170299]]
Inputs:
[[ 5.8]
[ 2.8]
[ 5.1]
[ 2.4]]
Targets:
[[3]]
Hidden inputs:
[[ 7.66706818]
[ 8.72763181]
[-6.69247435]
[ 8.2168392 ]]
Hidden outputs:
[[ 0.99953223]
[ 0.99983798]
[ 0.00123867]
[ 0.99973001]]
Final iutputs:
[[ 4.83423904]]
Final outputs:
[[ 0.99211001]]
Output errors:
[[ 2.00788999]]
Output errors:
[[ 2.98519461]
[ 3.97747329]
[-0.69752205]
[ 2.74759894]]
Inputs:
[[ 6.4]
[ 3.2]
[ 5.3]
[ 2.3]]
Targets:
[[3]]
Hidden inputs:
[[ 8.66302736]
[ 9.57698516]
[-7.48118906]
[ 9.01019233]]
Hidden outputs:
[[ 9.99827170e-01]
[ 9.99930699e-01]
[ 5.63269428e-04]
[ 9.99877857e-01]]
Final iutputs:
[[ 4.85886408]]
Final outputs:
[[ 0.99230045]]
Output errors:
[[ 2.00769955]]
Output errors:
[[ 3.00068184]
[ 3.99287123]
[-0.69743635]
[ 2.76311182]]
Inputs:
[[ 6.5]
[ 3. ]
[ 5.5]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 8.89675764]
[ 9.76736634]
[-7.74235443]
[ 8.97339348]]
Hidden outputs:
[[ 9.99863187e-01]
[ 9.99942712e-01]
[ 4.33860116e-04]
[ 9.99873279e-01]]
Final iutputs:
[[ 4.88198425]]
Final outputs:
[[ 0.9924751]]
Output errors:
[[ 2.0075249]]
Output errors:
[[ 3.01581522]
[ 4.0079199 ]
[-0.697367 ]
[ 2.77826666]]
Inputs:
[[ 7.7]
[ 3.8]
[ 6.7]
[ 2.2]]
Targets:
[[3]]
Hidden inputs:
[[ 10.69500129]
[ 11.9003325 ]
[ -9.31998943]
[ 10.91170699]]
Hidden outputs:
[[ 9.99977343e-01]
[ 9.99993212e-01]
[ 8.96068279e-05]
[ 9.99981757e-01]]
Final iutputs:
[[ 4.90501264]]
Final outputs:
[[ 0.99264515]]
Output errors:
[[ 2.00735485]]
Output errors:
[[ 3.0306056 ]
[ 4.02262743]
[-0.69730141]
[ 2.7930773 ]]
Inputs:
[[ 7.7]
[ 2.6]
[ 6.9]
[ 2.3]]
Targets:
[[3]]
Hidden inputs:
[[ 10.02902652]
[ 11.09350798]
[ -8.87771597]
[ 10.11908027]]
Hidden outputs:
[[ 9.99955901e-01]
[ 9.99984789e-01]
[ 1.39442891e-04]
[ 9.99959698e-01]]
Final iutputs:
[[ 4.92689713]]
Final outputs:
[[ 0.99280321]]
Output errors:
[[ 2.00719679]]
Output errors:
[[ 3.04507458]
[ 4.03701854]
[-0.69724518]
[ 2.80756506]]
Inputs:
[[ 6. ]
[ 2.2]
[ 5. ]
[ 1.5]]
Targets:
[[3]]
Hidden inputs:
[[ 7.97396934]
[ 8.56483699]
[-6.97247157]
[ 7.83555256]]
Hidden outputs:
[[ 9.99655809e-01]
[ 9.99809342e-01]
[ 9.36455585e-04]
[ 9.99604733e-01]]
Final iutputs:
[[ 4.94682037]]
Final outputs:
[[ 0.99294417]]
Output errors:
[[ 2.00705583]]
Output errors:
[[ 3.05925211]
[ 4.05112682]
[-0.69719421]
[ 2.82175932]]
Inputs:
[[ 6.9]
[ 3.2]
[ 5.7]
[ 2.3]]
Targets:
[[3]]
Hidden inputs:
[[ 9.36233822]
[ 10.22252511]
[ -8.09177346]
[ 9.59008443]]
Hidden outputs:
[[ 9.99914108e-01]
[ 9.99963659e-01]
[ 3.05952878e-04]
[ 9.99931601e-01]]
Final iutputs:
[[ 4.96928853]]
Final outputs:
[[ 0.99309985]]
Output errors:
[[ 2.00690015]]
Output errors:
[[ 3.07311999]
[ 4.06491993]
[-0.69712691]
[ 2.8356449 ]]
Inputs:
[[ 5.6]
[ 2.8]
[ 4.9]
[ 2. ]]
Targets:
[[3]]
Hidden inputs:
[[ 7.7093203 ]
[ 8.64043267]
[-6.69827987]
[ 8.0674629 ]]
Hidden outputs:
[[ 0.99955157]
[ 0.99982322]
[ 0.00123151]
[ 0.99968652]]
Final iutputs:
[[ 4.98840192]]
Final outputs:
[[ 0.9932296]]
Output errors:
[[ 2.0067704]]
Output errors:
[[ 3.08671903]
[ 4.07845553]
[-0.69707762]
[ 2.84925953]]
Inputs:
[[ 7.7]
[ 2.8]
[ 6.7]
[ 2. ]]
Targets:
[[3]]
Hidden inputs:
[[ 10.35215143]
[ 11.24736468]
[ -9.08154353]
[ 10.26033766]]
Hidden outputs:
[[ 9.99968077e-01]
[ 9.99986959e-01]
[ 1.13732965e-04]
[ 9.99965007e-01]]
Final iutputs:
[[ 5.01039411]]
Final outputs:
[[ 0.9933759]]
Output errors:
[[ 2.0066241]]
Output errors:
[[ 3.10002728]
[ 4.09169516]
[-0.69701013]
[ 2.86258692]]
Inputs:
[[ 6.3]
[ 2.7]
[ 4.9]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 8.55907603]
[ 9.03281424]
[-7.34965884]
[ 8.4802499 ]]
Hidden outputs:
[[ 9.99808240e-01]
[ 9.99880588e-01]
[ 6.42398683e-04]
[ 9.99792516e-01]]
Final iutputs:
[[ 5.02930268]]
Final outputs:
[[ 0.99349917]]
Output errors:
[[ 2.00650083]]
Output errors:
[[ 3.11308337]
[ 4.10469058]
[-0.69696581]
[ 2.87565756]]
Inputs:
[[ 6.7]
[ 3.3]
[ 5.7]
[ 2.1]]
Targets:
[[3]]
Hidden inputs:
[[ 9.36574096]
[ 10.29673676]
[ -8.10058253]
[ 9.58302808]]
Hidden outputs:
[[ 9.99914400e-01]
[ 9.99966258e-01]
[ 3.03270368e-04]
[ 9.99931117e-01]]
Final iutputs:
[[ 5.0493932]]
Final outputs:
[[ 0.99362764]]
Output errors:
[[ 2.00637236]]
Output errors:
[[ 3.12588197]
[ 4.11742663]
[-0.69691283]
[ 2.88847116]]
Inputs:
[[ 7.2]
[ 3.2]
[ 6. ]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 10.03459687]
[ 10.81544038]
[ -8.69557513]
[ 9.95025001]]
Hidden outputs:
[[ 9.99956146e-01]
[ 9.99979913e-01]
[ 1.67296572e-04]
[ 9.99952287e-01]]
Final iutputs:
[[ 5.06861783]]
Final outputs:
[[ 0.99374822]]
Output errors:
[[ 2.00625178]]
Output errors:
[[ 3.13843658]
[ 4.12992231]
[-0.69686708]
[ 2.90104025]]
Inputs:
[[ 6.2]
[ 2.8]
[ 4.8]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 8.52749596]
[ 9.00431568]
[-7.30274374]
[ 8.48150881]]
Hidden outputs:
[[ 9.99802089e-01]
[ 9.99877137e-01]
[ 6.73234261e-04]
[ 9.99792777e-01]]
Final iutputs:
[[ 5.08645124]]
Final outputs:
[[ 0.99385804]]
Output errors:
[[ 2.00614196]]
Output errors:
[[ 3.15076674]
[ 4.14219849]
[-0.69682684]
[ 2.91338335]]
Inputs:
[[ 6.1]
[ 3. ]
[ 4.9]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 8.56381006]
[ 9.20121487]
[-7.34832493]
[ 8.62589572]]
Hidden outputs:
[[ 9.99809146e-01]
[ 9.99899093e-01]
[ 6.43255606e-04]
[ 9.99820633e-01]]
Final iutputs:
[[ 5.10492134]]
Final outputs:
[[ 0.99396977]]
Output errors:
[[ 2.00603023]]
Output errors:
[[ 3.16287172]
[ 4.15424918]
[-0.69677977]
[ 2.92550144]]
Inputs:
[[ 6.4]
[ 2.8]
[ 5.6]
[ 2.1]]
Targets:
[[3]]
Hidden inputs:
[[ 8.80508539]
[ 9.70325118]
[-7.66598061]
[ 9.02576763]]
Hidden outputs:
[[ 9.99850054e-01]
[ 9.99938919e-01]
[ 4.68277732e-04]
[ 9.99879744e-01]]
Final iutputs:
[[ 5.1232463]]
Final outputs:
[[ 0.99407862]]
Output errors:
[[ 2.00592138]]
Output errors:
[[ 3.17475727]
[ 4.16608203]
[-0.6967342 ]
[ 2.93740001]]
Inputs:
[[ 7.2]
[ 3. ]
[ 5.8]
[ 1.6]]
Targets:
[[3]]
Hidden inputs:
[[ 10.04774423]
[ 10.60662241]
[ -8.67876842]
[ 9.76754372]]
Hidden outputs:
[[ 9.99956719e-01]
[ 9.99975249e-01]
[ 1.70131555e-04]
[ 9.99942722e-01]]
Final iutputs:
[[ 5.1413949]]
Final outputs:
[[ 0.99418449]]
Output errors:
[[ 2.00581551]]
Output errors:
[[ 3.18642976]
[ 4.17770324]
[-0.69669188]
[ 2.94908538]]
Inputs:
[[ 7.4]
[ 2.8]
[ 6.1]
[ 1.9]]
Targets:
[[3]]
Hidden inputs:
[[ 10.10339268]
[ 10.72930854]
[ -8.76919938]
[ 9.92155499]]
Hidden outputs:
[[ 9.99959061e-01]
[ 9.99978107e-01]
[ 1.55423826e-04]
[ 9.99950898e-01]]
Final iutputs:
[[ 5.15881582]]
Final outputs:
[[ 0.99428435]]
Output errors:
[[ 2.00571565]]
Output errors:
[[ 3.19790075]
[ 4.1891251 ]
[-0.69665522]
[ 2.96056803]]
Inputs:
[[ 7.9]
[ 3.8]
[ 6.4]
[ 2. ]]
Targets:
[[3]]
Hidden inputs:
[[ 11.23946757]
[ 12.01665365]
[ -9.6660856 ]
[ 11.15506524]]
Hidden outputs:
[[ 9.99986855e-01]
[ 9.99993957e-01]
[ 6.33935145e-05]
[ 9.99985698e-01]]
Final iutputs:
[[ 5.1760734]]
Final outputs:
[[ 0.9943816]]
Output errors:
[[ 2.0056184]]
Output errors:
[[ 3.2091757 ]
[ 4.20035221]
[-0.69661966]
[ 2.97185439]]
Inputs:
[[ 6.4]
[ 2.8]
[ 5.6]
[ 2.2]]
Targets:
[[3]]
Hidden inputs:
[[ 8.80335734]
[ 9.69967467]
[-7.65763143]
[ 9.06802132]]
Hidden outputs:
[[ 9.99849795e-01]
[ 9.99938700e-01]
[ 4.72201978e-04]
[ 9.99884719e-01]]
Final iutputs:
[[ 5.19225232]]
Final outputs:
[[ 0.99447127]]
Output errors:
[[ 2.00552873]]
Output errors:
[[ 3.22026811]
[ 4.21140038]
[-0.69658781]
[ 2.9829574 ]]
Inputs:
[[ 6.3]
[ 2.8]
[ 5.1]
[ 1.5]]
Targets:
[[3]]
Hidden inputs:
[[ 8.88982212]
[ 9.4334813 ]
[-7.66284109]
[ 8.72782771]]
Hidden outputs:
[[ 9.99862235e-01]
[ 9.99920006e-01]
[ 4.69749517e-04]
[ 9.99838012e-01]]
Final iutputs:
[[ 5.20870063]]
Final outputs:
[[ 0.99456097]]
Output errors:
[[ 2.00543903]]
Output errors:
[[ 3.23117913]
[ 4.22226806]
[-0.69655143]
[ 2.99387942]]
Inputs:
[[ 6.1]
[ 2.6]
[ 5.6]
[ 1.4]]
Targets:
[[3]]
Hidden inputs:
[[ 8.68118173]
[ 9.59095176]
[-7.62659733]
[ 8.65939244]]
Hidden outputs:
[[ 9.99830278e-01]
[ 9.99931660e-01]
[ 4.87078854e-04]
[ 9.99826540e-01]]
Final iutputs:
[[ 5.22491872]]
Final outputs:
[[ 0.994648]]
Output errors:
[[ 2.005352]]
Output errors:
[[ 3.24191476]
[ 4.2329613 ]
[-0.69651609]
[ 3.00462508]]
Inputs:
[[ 7.7]
[ 3. ]
[ 6.1]
[ 2.3]]
Targets:
[[3]]
Hidden inputs:
[[ 10.48567025]
[ 11.00707893]
[ -9.01969419]
[ 10.39230633]]
Hidden outputs:
[[ 9.99972067e-01]
[ 9.99983416e-01]
[ 1.20988484e-04]
[ 9.99969333e-01]]
Final iutputs:
[[ 5.24160849]]
Final outputs:
[[ 0.99473612]]
Output errors:
[[ 2.00526388]]
Output errors:
[[ 3.25247379]
[ 4.24347787]
[-0.69648027]
[ 3.01519449]]
Inputs:
[[ 6.3]
[ 3.4]
[ 5.6]
[ 2.4]]
Targets:
[[3]]
Hidden inputs:
[[ 9.01916073]
[ 10.10595933]
[ -7.78995336]
[ 9.52943317]]
Hidden outputs:
[[ 9.99878947e-01]
[ 9.99959166e-01]
[ 4.13700966e-04]
[ 9.99927324e-01]]
Final iutputs:
[[ 5.25698954]]
Final outputs:
[[ 0.99481604]]
Output errors:
[[ 2.00518396]]
Output errors:
[[ 3.26287098]
[ 4.25383568]
[-0.69645124]
[ 3.02560112]]
Inputs:
[[ 6.4]
[ 3.1]
[ 5.5]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 9.18285946]
[ 10.0026469 ]
[ -7.94102577]
[ 9.27565967]]
Hidden outputs:
[[ 9.99897224e-01]
[ 9.99954722e-01]
[ 3.55714701e-04]
[ 9.99906332e-01]]
Final iutputs:
[[ 5.27250721]]
Final outputs:
[[ 0.99489546]]
Output errors:
[[ 2.00510454]]
Output errors:
[[ 3.27310779]
[ 4.26403407]
[-0.69641937]
[ 3.03584782]]
Inputs:
[[ 6. ]
[ 3. ]
[ 4.8]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 8.57877961]
[ 9.15134839]
[-7.33318973]
[ 8.63807727]]
Hidden outputs:
[[ 9.99811981e-01]
[ 9.99893935e-01]
[ 6.53059054e-04]
[ 9.99822804e-01]]
Final iutputs:
[[ 5.28727975]]
Final outputs:
[[ 0.99496994]]
Output errors:
[[ 2.00503006]]
Output errors:
[[ 3.28319367]
[ 4.27408373]
[-0.69638987]
[ 3.04594261]]
Inputs:
[[ 6.9]
[ 3.1]
[ 5.4]
[ 2.1]]
Targets:
[[3]]
Hidden inputs:
[[ 9.6643309 ]
[ 10.1643954 ]
[ -8.25903199]
[ 9.64540953]]
Hidden outputs:
[[ 9.99936495e-01]
[ 9.99961484e-01]
[ 2.58842480e-04]
[ 9.99935282e-01]]
Final iutputs:
[[ 5.30298428]]
Final outputs:
[[ 0.99504793]]
Output errors:
[[ 2.00495207]]
Output errors:
[[ 3.29312362]
[ 4.28397596]
[-0.69635621]
[ 3.05588189]]
Inputs:
[[ 6.7]
[ 3.1]
[ 5.6]
[ 2.4]]
Targets:
[[3]]
Hidden inputs:
[[ 9.37015343]
[ 10.1409687 ]
[ -8.06013922]
[ 9.63404408]]
Hidden outputs:
[[ 9.99914777e-01]
[ 9.99960571e-01]
[ 3.15783073e-04]
[ 9.99934543e-01]]
Final iutputs:
[[ 5.31774325]]
Final outputs:
[[ 0.99512012]]
Output errors:
[[ 2.00487988]]
Output errors:
[[ 3.30290802]
[ 4.29372493]
[-0.69632857]
[ 3.06567482]]
Inputs:
[[ 6.9]
[ 3.1]
[ 5.1]
[ 2.3]]
Targets:
[[3]]
Hidden inputs:
[[ 9.56711295]
[ 9.89429034]
[-8.10623915]
[ 9.55718584]]
Hidden outputs:
[[ 9.99930012e-01]
[ 9.99949541e-01]
[ 3.01560242e-04]
[ 9.99929314e-01]]
Final iutputs:
[[ 5.33234355]]
Final outputs:
[[ 0.99519051]]
Output errors:
[[ 2.00480949]]
Output errors:
[[ 3.31255046]
[ 4.30333303]
[-0.69630104]
[ 3.07532579]]
Inputs:
[[ 5.8]
[ 2.7]
[ 5.1]
[ 1.9]]
Targets:
[[3]]
Hidden inputs:
[[ 8.24492378]
[ 9.04917764]
[-7.14810963]
[ 8.45713477]]
Hidden outputs:
[[ 9.99737481e-01]
[ 9.99882526e-01]
[ 7.85731309e-04]
[ 9.99787665e-01]]
Final iutputs:
[[ 5.34588598]]
Final outputs:
[[ 0.9952549]]
Output errors:
[[ 2.0047451]]
Output errors:
[[ 3.3220619 ]
[ 4.31281284]
[-0.69627578]
[ 3.08484484]]
Inputs:
[[ 6.8]
[ 3.2]
[ 5.9]
[ 2.3]]
Targets:
[[3]]
Hidden inputs:
[[ 9.68321814]
[ 10.57733346]
[ -8.36512348]
[ 9.94220402]]
Hidden outputs:
[[ 9.99937683e-01]
[ 9.99974513e-01]
[ 2.32794073e-04]
[ 9.99951901e-01]]
Final iutputs:
[[ 5.36105832]]
Final outputs:
[[ 0.99532602]]
Output errors:
[[ 2.00467398]]
Output errors:
[[ 3.33143127]
[ 4.32214844]
[-0.69624362]
[ 3.0942231 ]]
Inputs:
[[ 6.7]
[ 3.3]
[ 5.7]
[ 2.5]]
Targets:
[[3]]
Hidden inputs:
[[ 9.53161068]
[ 10.39708591]
[ -8.1903829 ]
[ 9.89095706]]
Hidden outputs:
[[ 9.99927483e-01]
[ 9.99969480e-01]
[ 2.77230805e-04]
[ 9.99949372e-01]]
Final iutputs:
[[ 5.37499886]]
Final outputs:
[[ 0.99539042]]
Output errors:
[[ 2.00460958]]
Output errors:
[[ 3.34067117]
[ 4.33135685]
[-0.69621908]
[ 3.10347076]]
Inputs:
[[ 6.7]
[ 3. ]
[ 5.2]
[ 2.3]]
Targets:
[[3]]
Hidden inputs:
[[ 9.36379249]
[ 9.81883691]
[-7.97484391]
[ 9.43480289]]
Hidden outputs:
[[ 9.99914233e-01]
[ 9.99945586e-01]
[ 3.43890295e-04]
[ 9.99920112e-01]]
Final iutputs:
[[ 5.3886517]]
Final outputs:
[[ 0.99545264]]
Output errors:
[[ 2.00454736]]
Output errors:
[[ 3.34978553]
[ 4.34044085]
[-0.69619491]
[ 3.11259268]]
Inputs:
[[ 6.3]
[ 2.5]
[ 5. ]
[ 1.9]]
Targets:
[[3]]
Hidden inputs:
[[ 8.7468672 ]
[ 9.13919014]
[-7.50588926]
[ 8.65833693]]
Hidden outputs:
[[ 9.99841067e-01]
[ 9.99892637e-01]
[ 5.49534530e-04]
[ 9.99826357e-01]]
Final iutputs:
[[ 5.40180569]]
Final outputs:
[[ 0.9955118]]
Output errors:
[[ 2.0044882]]
Output errors:
[[ 3.35878019]
[ 4.34940656]
[-0.69617124]
[ 3.1215944 ]]
Inputs:
[[ 6.5]
[ 3. ]
[ 5.2]
[ 2. ]]
Targets:
[[3]]
Hidden inputs:
[[ 9.27604461]
[ 9.80378274]
[-7.93111762]
[ 9.29335524]]
Hidden outputs:
[[ 9.99906368e-01]
[ 9.99944761e-01]
[ 3.59255421e-04]
[ 9.99907975e-01]]
Final iutputs:
[[ 5.4156526]]
Final outputs:
[[ 0.99557325]]
Output errors:
[[ 2.00442675]]
Output errors:
[[ 3.36765179]
[ 4.35824826]
[-0.69614496]
[ 3.13047313]]
Inputs:
[[ 6.2]
[ 3.4]
[ 5.4]
[ 2.3]]
Targets:
[[3]]
Hidden inputs:
[[ 9.09832977]
[ 10.04201408]
[ -7.81188274]
[ 9.51676924]]
Hidden outputs:
[[ 9.99888160e-01]
[ 9.99956470e-01]
[ 4.04731143e-04]
[ 9.99926398e-01]]
Final iutputs:
[[ 5.4289091]]
Final outputs:
[[ 0.99563129]]
Output errors:
[[ 2.00436871]]
Output errors:
[[ 3.37640656]
[ 4.36697469]
[-0.69612163]
[ 3.13923479]]
Inputs:
[[ 5.9]
[ 3. ]
[ 5.1]
[ 1.8]]
Targets:
[[3]]
Hidden inputs:
[[ 8.67180472]
[ 9.44009631]
[-7.46885305]
[ 8.82724856]]
Hidden outputs:
[[ 9.99828680e-01]
[ 9.99920534e-01]
[ 5.70256974e-04]
[ 9.99853340e-01]]
Final iutputs:
[[ 5.44163335]]
Final outputs:
[[ 0.99568629]]
Output errors:
[[ 2.00431371]]
Output errors:
[[ 3.38505 ]
[ 4.37559154]
[-0.69609899]
[ 3.14788506]]
In [6]:
n.query([6.3, 2.5, 5, 1.9])
Inputs:
[[ 6.3]
[ 2.5]
[ 5. ]
[ 1.9]]
Hidden inputs:
[[ 2.55710277]
[ 1.79916485]
[ 4.02119218]
[-1.00173161]]
Hidden outputs:
[[ 0.92804924]
[ 0.85804724]
[ 0.9823843 ]
[ 0.2686011 ]]
Final iutputs:
[[-0.04240389]]
Final outputs:
[[ 0.48940062]]
Out[6]:
array([[ 0.48940062]])
In [ ]:
Content source: thebazshah/explainingnnpred
Similar notebooks: