notebook.community

Edit and run 





In [2]:



    


import numpy as np

import matplotlib.pyplot as plt
from sklearn.preprocessing import MinMaxScaler

# Custom classes
from loader import StockPriceLoader
from preprocessor import Preprocessor
from relative_strength_index import RSI
from training_engine import TrainingEngine
from reporting import Reporting



    


















    






Using TensorFlow backend.

















In [2]:



    


stock_history_reader = StockPriceLoader()
preprocessor = Preprocessor()
training_engine = TrainingEngine()
reporting = Reporting()

no_of_records = 1000



    











In [5]:



    


parameters = {'look_back':[30, 60, 90],
              'epochs':[300, 150, 60, 50], 
              'firstLevel':[16,32,64,128],
              'secondLevel':[4, 8, 16],
              'optimizer':['rmsprop', 'adam'],
             }

for look_back in parameters['look_back']:
    for epochs in parameters['epochs']:
        for firstLevel in parameters['firstLevel']:
            for secondLevel in parameters['secondLevel']:
                for optimizer in parameters['optimizer']:
                    trainX, trainY, testX, testY, data, delta = preprocessor.prepare_multistock_data_with_rsi(no_of_records, look_back)
                    no_of_features = delta.shape[1]
                    model = training_engine.create_model(trainX, trainY, epochs, no_of_features, look_back, firstLevel, secondLevel, 'mse', optimizer)
                    filename = 'lb{}_e{}_lvl_{}_{}_op_{}_model.h5'.format(look_back, epochs, firstLevel, secondLevel, optimizer)
                    print "Saving model {}".format(filename)
                    model.save(filename)
                    del model  # deletes the existing model



    


















    






Preparing data with look back 30
No of rows loaded 999
Epoch 1/300
71s - loss: 0.0236 - acc: 0.0000e+00
Epoch 2/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 3/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 4/300
71s - loss: 0.0236 - acc: 0.0000e+00
Epoch 5/300
73s - loss: 0.0236 - acc: 0.0000e+00
Epoch 6/300
73s - loss: 0.0236 - acc: 0.0000e+00
Epoch 7/300
72s - loss: 0.0236 - acc: 0.0000e+00
Epoch 8/300
68s - loss: 0.0235 - acc: 0.0000e+00
Epoch 9/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 10/300
70s - loss: 0.0232 - acc: 0.0000e+00
Epoch 11/300
74s - loss: 0.0234 - acc: 0.0000e+00
Epoch 12/300
77s - loss: 0.0232 - acc: 0.0000e+00
Epoch 13/300
73s - loss: 0.0231 - acc: 0.0000e+00
Epoch 14/300
69s - loss: 0.0232 - acc: 0.0000e+00
Epoch 15/300
77s - loss: 0.0233 - acc: 0.0000e+00
Epoch 16/300
77s - loss: 0.0232 - acc: 0.0000e+00
Epoch 17/300
76s - loss: 0.0231 - acc: 0.0000e+00
Epoch 18/300
76s - loss: 0.0230 - acc: 0.0000e+00
Epoch 19/300
76s - loss: 0.0226 - acc: 0.0000e+00
Epoch 20/300
76s - loss: 0.0228 - acc: 0.0000e+00
Epoch 21/300
75s - loss: 0.0226 - acc: 0.0000e+00
Epoch 22/300
76s - loss: 0.0228 - acc: 0.0000e+00
Epoch 23/300
76s - loss: 0.0226 - acc: 0.0000e+00
Epoch 24/300
76s - loss: 0.0226 - acc: 0.0000e+00
Epoch 25/300
76s - loss: 0.0225 - acc: 0.0000e+00
Epoch 26/300
78s - loss: 0.0227 - acc: 0.0000e+00
Epoch 27/300
79s - loss: 0.0225 - acc: 0.0000e+00
Epoch 28/300
78s - loss: 0.0222 - acc: 0.0000e+00
Epoch 29/300
78s - loss: 0.0221 - acc: 0.0000e+00
Epoch 30/300
76s - loss: 0.0222 - acc: 0.0000e+00
Epoch 31/300
76s - loss: 0.0218 - acc: 0.0000e+00
Epoch 32/300
76s - loss: 0.0219 - acc: 0.0000e+00
Epoch 33/300
76s - loss: 0.0217 - acc: 0.0000e+00
Epoch 34/300
73s - loss: 0.0220 - acc: 0.0000e+00
Epoch 35/300
72s - loss: 0.0219 - acc: 0.0000e+00
Epoch 36/300
74s - loss: 0.0215 - acc: 0.0000e+00
Epoch 37/300
75s - loss: 0.0214 - acc: 0.0000e+00
Epoch 38/300
74s - loss: 0.0211 - acc: 0.0000e+00
Epoch 39/300
71s - loss: 0.0211 - acc: 0.0000e+00
Epoch 40/300
71s - loss: 0.0204 - acc: 0.0000e+00
Epoch 41/300
76s - loss: 0.0204 - acc: 0.0000e+00
Epoch 42/300
77s - loss: 0.0203 - acc: 0.0000e+00
Epoch 43/300
77s - loss: 0.0199 - acc: 0.0000e+00
Epoch 44/300
77s - loss: 0.0204 - acc: 0.0000e+00
Epoch 45/300
76s - loss: 0.0198 - acc: 0.0000e+00
Epoch 46/300
77s - loss: 0.0197 - acc: 0.0000e+00
Epoch 47/300
77s - loss: 0.0196 - acc: 0.0000e+00
Epoch 48/300
72s - loss: 0.0190 - acc: 0.0000e+00
Epoch 49/300
69s - loss: 0.0195 - acc: 0.0000e+00
Epoch 50/300
68s - loss: 0.0193 - acc: 0.0000e+00
Epoch 51/300
69s - loss: 0.0190 - acc: 0.0000e+00
Epoch 52/300
68s - loss: 0.0186 - acc: 0.0000e+00
Epoch 53/300
69s - loss: 0.0186 - acc: 0.0000e+00
Epoch 54/300
68s - loss: 0.0183 - acc: 0.0000e+00
Epoch 55/300
68s - loss: 0.0180 - acc: 0.0000e+00
Epoch 56/300
69s - loss: 0.0175 - acc: 0.0000e+00
Epoch 57/300
68s - loss: 0.0173 - acc: 0.0000e+00
Epoch 58/300
68s - loss: 0.0170 - acc: 0.0000e+00
Epoch 59/300
70s - loss: 0.0168 - acc: 0.0000e+00
Epoch 60/300
70s - loss: 0.0166 - acc: 0.0000e+00
Epoch 61/300
70s - loss: 0.0165 - acc: 0.0000e+00
Epoch 62/300
70s - loss: 0.0164 - acc: 0.0000e+00
Epoch 63/300
68s - loss: 0.0162 - acc: 0.0000e+00
Epoch 64/300
69s - loss: 0.0157 - acc: 0.0000e+00
Epoch 65/300
71s - loss: 0.0160 - acc: 0.0000e+00
Epoch 66/300
69s - loss: 0.0158 - acc: 0.0000e+00
Epoch 67/300
71s - loss: 0.0146 - acc: 0.0000e+00
Epoch 68/300
71s - loss: 0.0152 - acc: 0.0000e+00
Epoch 69/300
72s - loss: 0.0148 - acc: 0.0000e+00
Epoch 70/300
70s - loss: 0.0152 - acc: 0.0000e+00
Epoch 71/300
70s - loss: 0.0143 - acc: 0.0000e+00
Epoch 72/300
69s - loss: 0.0145 - acc: 0.0000e+00
Epoch 73/300
69s - loss: 0.0144 - acc: 0.0000e+00
Epoch 74/300
70s - loss: 0.0139 - acc: 0.0000e+00
Epoch 75/300
68s - loss: 0.0135 - acc: 0.0000e+00
Epoch 76/300
70s - loss: 0.0136 - acc: 0.0000e+00
Epoch 77/300
70s - loss: 0.0135 - acc: 0.0000e+00
Epoch 78/300
69s - loss: 0.0134 - acc: 0.0000e+00
Epoch 79/300
69s - loss: 0.0131 - acc: 0.0000e+00
Epoch 80/300
68s - loss: 0.0125 - acc: 0.0000e+00
Epoch 81/300
70s - loss: 0.0127 - acc: 0.0000e+00
Epoch 82/300
70s - loss: 0.0122 - acc: 0.0000e+00
Epoch 83/300
71s - loss: 0.0128 - acc: 0.0000e+00
Epoch 84/300
71s - loss: 0.0119 - acc: 0.0000e+00
Epoch 85/300
71s - loss: 0.0123 - acc: 0.0000e+00
Epoch 86/300
70s - loss: 0.0118 - acc: 0.0000e+00
Epoch 87/300
70s - loss: 0.0118 - acc: 0.0000e+00
Epoch 88/300
71s - loss: 0.0117 - acc: 0.0000e+00
Epoch 89/300
70s - loss: 0.0115 - acc: 0.0000e+00
Epoch 90/300
72s - loss: 0.0110 - acc: 0.0000e+00
Epoch 91/300
70s - loss: 0.0106 - acc: 0.0000e+00
Epoch 92/300
68s - loss: 0.0107 - acc: 0.0000e+00
Epoch 93/300
69s - loss: 0.0110 - acc: 0.0000e+00
Epoch 94/300
70s - loss: 0.0107 - acc: 0.0000e+00
Epoch 95/300
70s - loss: 0.0101 - acc: 0.0000e+00
Epoch 96/300
70s - loss: 0.0104 - acc: 0.0000e+00
Epoch 97/300
69s - loss: 0.0104 - acc: 0.0000e+00
Epoch 98/300
67s - loss: 0.0102 - acc: 0.0000e+00
Epoch 99/300
69s - loss: 0.0097 - acc: 0.0000e+00
Epoch 100/300
68s - loss: 0.0095 - acc: 0.0000e+00
Epoch 101/300
67s - loss: 0.0095 - acc: 0.0000e+00
Epoch 102/300
67s - loss: 0.0097 - acc: 0.0000e+00
Epoch 103/300
67s - loss: 0.0092 - acc: 0.0000e+00
Epoch 104/300
69s - loss: 0.0088 - acc: 0.0000e+00
Epoch 105/300
66s - loss: 0.0092 - acc: 0.0000e+00
Epoch 106/300
66s - loss: 0.0088 - acc: 0.0000e+00
Epoch 107/300
68s - loss: 0.0091 - acc: 0.0000e+00
Epoch 108/300
67s - loss: 0.0082 - acc: 0.0000e+00
Epoch 109/300
67s - loss: 0.0085 - acc: 0.0000e+00
Epoch 110/300
67s - loss: 0.0080 - acc: 0.0000e+00
Epoch 111/300
67s - loss: 0.0080 - acc: 0.0000e+00
Epoch 112/300
68s - loss: 0.0081 - acc: 0.0000e+00
Epoch 113/300
68s - loss: 0.0080 - acc: 0.0000e+00
Epoch 114/300
68s - loss: 0.0078 - acc: 0.0000e+00
Epoch 115/300
67s - loss: 0.0075 - acc: 0.0000e+00
Epoch 116/300
67s - loss: 0.0073 - acc: 0.0000e+00
Epoch 117/300
67s - loss: 0.0072 - acc: 0.0000e+00
Epoch 118/300
66s - loss: 0.0076 - acc: 0.0000e+00
Epoch 119/300
66s - loss: 0.0071 - acc: 0.0000e+00
Epoch 120/300
67s - loss: 0.0070 - acc: 0.0000e+00
Epoch 121/300
66s - loss: 0.0070 - acc: 0.0000e+00
Epoch 122/300
67s - loss: 0.0072 - acc: 0.0000e+00
Epoch 123/300
67s - loss: 0.0073 - acc: 0.0000e+00
Epoch 124/300
68s - loss: 0.0067 - acc: 0.0000e+00
Epoch 125/300
69s - loss: 0.0066 - acc: 0.0000e+00
Epoch 126/300
69s - loss: 0.0062 - acc: 0.0000e+00
Epoch 127/300
67s - loss: 0.0068 - acc: 0.0000e+00
Epoch 128/300
67s - loss: 0.0067 - acc: 0.0000e+00
Epoch 129/300
66s - loss: 0.0063 - acc: 0.0000e+00
Epoch 130/300
66s - loss: 0.0061 - acc: 0.0000e+00
Epoch 131/300
68s - loss: 0.0061 - acc: 0.0000e+00
Epoch 132/300
66s - loss: 0.0060 - acc: 0.0000e+00
Epoch 133/300
66s - loss: 0.0066 - acc: 0.0000e+00
Epoch 134/300
66s - loss: 0.0060 - acc: 0.0000e+00
Epoch 135/300
66s - loss: 0.0061 - acc: 0.0000e+00
Epoch 136/300
66s - loss: 0.0060 - acc: 0.0000e+00
Epoch 137/300
66s - loss: 0.0058 - acc: 0.0000e+00
Epoch 138/300
66s - loss: 0.0056 - acc: 0.0000e+00
Epoch 139/300
67s - loss: 0.0051 - acc: 0.0000e+00
Epoch 140/300
67s - loss: 0.0056 - acc: 0.0000e+00
Epoch 141/300
67s - loss: 0.0054 - acc: 0.0000e+00
Epoch 142/300
66s - loss: 0.0056 - acc: 0.0000e+00
Epoch 143/300
67s - loss: 0.0054 - acc: 0.0000e+00
Epoch 144/300
66s - loss: 0.0055 - acc: 0.0000e+00
Epoch 145/300
66s - loss: 0.0054 - acc: 0.0000e+00
Epoch 146/300
67s - loss: 0.0052 - acc: 0.0000e+00
Epoch 147/300
66s - loss: 0.0047 - acc: 0.0000e+00
Epoch 148/300
66s - loss: 0.0050 - acc: 0.0000e+00
Epoch 149/300
66s - loss: 0.0049 - acc: 0.0000e+00
Epoch 150/300
66s - loss: 0.0046 - acc: 0.0000e+00
Epoch 151/300
66s - loss: 0.0046 - acc: 0.0000e+00
Epoch 152/300
66s - loss: 0.0047 - acc: 0.0000e+00
Epoch 153/300
66s - loss: 0.0046 - acc: 0.0000e+00
Epoch 154/300
66s - loss: 0.0050 - acc: 0.0000e+00
Epoch 155/300
66s - loss: 0.0047 - acc: 0.0000e+00
Epoch 156/300
66s - loss: 0.0046 - acc: 0.0000e+00
Epoch 157/300
66s - loss: 0.0045 - acc: 0.0000e+00
Epoch 158/300
66s - loss: 0.0043 - acc: 0.0000e+00
Epoch 159/300
66s - loss: 0.0042 - acc: 0.0000e+00
Epoch 160/300
66s - loss: 0.0042 - acc: 0.0000e+00
Epoch 161/300
66s - loss: 0.0041 - acc: 0.0000e+00
Epoch 162/300
66s - loss: 0.0042 - acc: 0.0000e+00
Epoch 163/300
66s - loss: 0.0042 - acc: 0.0000e+00
Epoch 164/300
66s - loss: 0.0039 - acc: 0.0000e+00
Epoch 165/300
66s - loss: 0.0041 - acc: 0.0000e+00
Epoch 166/300
66s - loss: 0.0043 - acc: 0.0000e+00
Epoch 167/300
66s - loss: 0.0040 - acc: 0.0000e+00
Epoch 168/300
66s - loss: 0.0040 - acc: 0.0000e+00
Epoch 169/300
66s - loss: 0.0040 - acc: 0.0000e+00
Epoch 170/300
67s - loss: 0.0037 - acc: 0.0000e+00
Epoch 171/300
66s - loss: 0.0044 - acc: 0.0000e+00
Epoch 172/300
66s - loss: 0.0038 - acc: 0.0000e+00
Epoch 173/300
66s - loss: 0.0036 - acc: 0.0000e+00
Epoch 174/300
66s - loss: 0.0037 - acc: 0.0000e+00
Epoch 175/300
66s - loss: 0.0036 - acc: 0.0000e+00
Epoch 176/300
66s - loss: 0.0042 - acc: 0.0000e+00
Epoch 177/300
66s - loss: 0.0039 - acc: 0.0000e+00
Epoch 178/300
66s - loss: 0.0037 - acc: 0.0000e+00
Epoch 179/300
66s - loss: 0.0039 - acc: 0.0000e+00
Epoch 180/300
66s - loss: 0.0036 - acc: 0.0000e+00
Epoch 181/300
66s - loss: 0.0036 - acc: 0.0000e+00
Epoch 182/300
66s - loss: 0.0035 - acc: 0.0000e+00
Epoch 183/300
66s - loss: 0.0033 - acc: 0.0000e+00
Epoch 184/300
66s - loss: 0.0030 - acc: 0.0000e+00
Epoch 185/300
66s - loss: 0.0036 - acc: 0.0000e+00
Epoch 186/300
66s - loss: 0.0032 - acc: 0.0000e+00
Epoch 187/300
66s - loss: 0.0036 - acc: 0.0000e+00
Epoch 188/300
66s - loss: 0.0037 - acc: 0.0000e+00
Epoch 189/300
66s - loss: 0.0031 - acc: 0.0000e+00
Epoch 190/300
66s - loss: 0.0032 - acc: 0.0000e+00
Epoch 191/300
66s - loss: 0.0033 - acc: 0.0000e+00
Epoch 192/300
66s - loss: 0.0033 - acc: 0.0000e+00
Epoch 193/300
66s - loss: 0.0033 - acc: 0.0000e+00
Epoch 194/300
66s - loss: 0.0033 - acc: 0.0000e+00
Epoch 195/300
66s - loss: 0.0030 - acc: 0.0000e+00
Epoch 196/300
65s - loss: 0.0030 - acc: 0.0000e+00
Epoch 197/300
59s - loss: 0.0029 - acc: 0.0000e+00
Epoch 198/300
66s - loss: 0.0029 - acc: 0.0000e+00
Epoch 199/300
66s - loss: 0.0033 - acc: 0.0000e+00
Epoch 200/300
66s - loss: 0.0028 - acc: 0.0000e+00
Epoch 201/300
66s - loss: 0.0030 - acc: 0.0000e+00
Epoch 202/300
66s - loss: 0.0029 - acc: 0.0000e+00
Epoch 203/300
66s - loss: 0.0029 - acc: 0.0000e+00
Epoch 204/300
66s - loss: 0.0029 - acc: 0.0000e+00
Epoch 205/300
66s - loss: 0.0027 - acc: 0.0000e+00
Epoch 206/300
66s - loss: 0.0034 - acc: 0.0000e+00
Epoch 207/300
66s - loss: 0.0026 - acc: 0.0000e+00
Epoch 208/300
66s - loss: 0.0028 - acc: 0.0000e+00
Epoch 209/300
66s - loss: 0.0029 - acc: 0.0000e+00
Epoch 210/300
66s - loss: 0.0026 - acc: 0.0000e+00
Epoch 211/300
66s - loss: 0.0030 - acc: 0.0000e+00
Epoch 212/300
66s - loss: 0.0028 - acc: 0.0000e+00
Epoch 213/300
66s - loss: 0.0026 - acc: 0.0000e+00
Epoch 214/300
66s - loss: 0.0027 - acc: 0.0000e+00
Epoch 215/300
66s - loss: 0.0031 - acc: 0.0000e+00
Epoch 216/300
66s - loss: 0.0026 - acc: 0.0000e+00
Epoch 217/300
66s - loss: 0.0027 - acc: 0.0000e+00
Epoch 218/300
66s - loss: 0.0026 - acc: 0.0000e+00
Epoch 219/300
66s - loss: 0.0025 - acc: 0.0000e+00
Epoch 220/300
66s - loss: 0.0026 - acc: 0.0000e+00
Epoch 221/300
66s - loss: 0.0024 - acc: 0.0000e+00
Epoch 222/300
66s - loss: 0.0023 - acc: 0.0000e+00
Epoch 223/300
66s - loss: 0.0022 - acc: 0.0000e+00
Epoch 224/300
66s - loss: 0.0024 - acc: 0.0000e+00
Epoch 225/300
66s - loss: 0.0024 - acc: 0.0000e+00
Epoch 226/300
66s - loss: 0.0026 - acc: 0.0000e+00
Epoch 227/300
66s - loss: 0.0026 - acc: 0.0000e+00
Epoch 228/300
66s - loss: 0.0025 - acc: 0.0000e+00
Epoch 229/300
66s - loss: 0.0023 - acc: 0.0000e+00
Epoch 230/300
66s - loss: 0.0023 - acc: 0.0000e+00
Epoch 231/300
66s - loss: 0.0025 - acc: 0.0000e+00
Epoch 232/300
66s - loss: 0.0022 - acc: 0.0000e+00
Epoch 233/300
66s - loss: 0.0023 - acc: 0.0000e+00
Epoch 234/300
66s - loss: 0.0023 - acc: 0.0000e+00
Epoch 235/300
66s - loss: 0.0025 - acc: 0.0000e+00
Epoch 236/300
66s - loss: 0.0021 - acc: 0.0000e+00
Epoch 237/300
66s - loss: 0.0023 - acc: 0.0000e+00
Epoch 238/300
66s - loss: 0.0022 - acc: 0.0000e+00
Epoch 239/300
66s - loss: 0.0022 - acc: 0.0000e+00
Epoch 240/300
66s - loss: 0.0022 - acc: 0.0000e+00
Epoch 241/300
66s - loss: 0.0022 - acc: 0.0000e+00
Epoch 242/300
66s - loss: 0.0021 - acc: 0.0000e+00
Epoch 243/300
66s - loss: 0.0021 - acc: 0.0000e+00
Epoch 244/300
66s - loss: 0.0020 - acc: 0.0000e+00
Epoch 245/300
66s - loss: 0.0022 - acc: 0.0000e+00
Epoch 246/300
66s - loss: 0.0020 - acc: 0.0000e+00
Epoch 247/300
66s - loss: 0.0025 - acc: 0.0000e+00
Epoch 248/300
66s - loss: 0.0021 - acc: 0.0000e+00
Epoch 249/300
66s - loss: 0.0023 - acc: 0.0000e+00
Epoch 250/300
66s - loss: 0.0020 - acc: 0.0000e+00
Epoch 251/300
66s - loss: 0.0019 - acc: 0.0000e+00
Epoch 252/300
66s - loss: 0.0019 - acc: 0.0000e+00
Epoch 253/300
66s - loss: 0.0021 - acc: 0.0000e+00
Epoch 254/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 255/300
66s - loss: 0.0020 - acc: 0.0000e+00
Epoch 256/300
66s - loss: 0.0021 - acc: 0.0000e+00
Epoch 257/300
66s - loss: 0.0021 - acc: 0.0000e+00
Epoch 258/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 259/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 260/300
66s - loss: 0.0019 - acc: 0.0000e+00
Epoch 261/300
66s - loss: 0.0023 - acc: 0.0000e+00
Epoch 262/300
66s - loss: 0.0020 - acc: 0.0000e+00
Epoch 263/300
66s - loss: 0.0019 - acc: 0.0000e+00
Epoch 264/300
66s - loss: 0.0020 - acc: 0.0000e+00
Epoch 265/300
66s - loss: 0.0019 - acc: 0.0000e+00
Epoch 266/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 267/300
66s - loss: 0.0020 - acc: 0.0000e+00
Epoch 268/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 269/300
67s - loss: 0.0018 - acc: 0.0000e+00
Epoch 270/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 271/300
66s - loss: 0.0021 - acc: 0.0000e+00
Epoch 272/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 273/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 274/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 275/300
66s - loss: 0.0019 - acc: 0.0000e+00
Epoch 276/300
66s - loss: 0.0016 - acc: 0.0000e+00
Epoch 277/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 278/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 279/300
66s - loss: 0.0020 - acc: 0.0000e+00
Epoch 280/300
66s - loss: 0.0016 - acc: 0.0000e+00
Epoch 281/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 282/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 283/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 284/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 285/300
66s - loss: 0.0019 - acc: 0.0000e+00
Epoch 286/300
66s - loss: 0.0016 - acc: 0.0000e+00
Epoch 287/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 288/300
66s - loss: 0.0015 - acc: 0.0000e+00
Epoch 289/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 290/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 291/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 292/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 293/300
66s - loss: 0.0016 - acc: 0.0000e+00
Epoch 294/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 295/300
66s - loss: 0.0017 - acc: 0.0000e+00
Epoch 296/300
66s - loss: 0.0016 - acc: 0.0000e+00
Epoch 297/300
66s - loss: 0.0016 - acc: 0.0000e+00
Epoch 298/300
66s - loss: 0.0018 - acc: 0.0000e+00
Epoch 299/300
66s - loss: 0.0016 - acc: 0.0000e+00
Epoch 300/300
66s - loss: 0.0015 - acc: 0.0000e+00
Saving model lb30_e300_lvl_16_4_op_rmsprop_model.h5
Preparing data with look back 30
No of rows loaded 999
Epoch 1/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 2/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 3/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 4/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 5/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 6/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 7/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 8/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 9/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 10/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 11/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 12/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 13/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 14/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 15/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 16/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 17/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 18/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 19/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 20/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 21/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 22/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 23/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 24/300
66s - loss: 0.0237 - acc: 0.0000e+00
Epoch 25/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 26/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 27/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 28/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 29/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 30/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 31/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 32/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 33/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 34/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 35/300
66s - loss: 0.0234 - acc: 0.0000e+00
Epoch 36/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 37/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 38/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 39/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 40/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 41/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 42/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 43/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 44/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 45/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 46/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 47/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 48/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 49/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 50/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 51/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 52/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 53/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 54/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 55/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 56/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 57/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 58/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 59/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 60/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 61/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 62/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 63/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 64/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 65/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 66/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 67/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 68/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 69/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 70/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 71/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 72/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 73/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 74/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 75/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 76/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 77/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 78/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 79/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 80/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 81/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 82/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 83/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 84/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 85/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 86/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 87/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 88/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 89/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 90/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 91/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 92/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 93/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 94/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 95/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 96/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 97/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 98/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 99/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 100/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 101/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 102/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 103/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 104/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 105/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 106/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 107/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 108/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 109/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 110/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 111/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 112/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 113/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 114/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 115/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 116/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 117/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 118/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 119/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 120/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 121/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 122/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 123/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 124/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 125/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 126/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 127/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 128/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 129/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 130/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 131/300
66s - loss: 0.0235 - acc: 0.0000e+00
Epoch 132/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 133/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 134/300
70s - loss: 0.0236 - acc: 0.0000e+00
Epoch 135/300
74s - loss: 0.0236 - acc: 0.0000e+00
Epoch 136/300
68s - loss: 0.0235 - acc: 0.0000e+00
Epoch 137/300
73s - loss: 0.0236 - acc: 0.0000e+00
Epoch 138/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 139/300
70s - loss: 0.0236 - acc: 0.0000e+00
Epoch 140/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 141/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 142/300
68s - loss: 0.0235 - acc: 0.0000e+00
Epoch 143/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 144/300
66s - loss: 0.0236 - acc: 0.0000e+00
Epoch 145/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 146/300
70s - loss: 0.0236 - acc: 0.0000e+00
Epoch 147/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 148/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 149/300
67s - loss: 0.0234 - acc: 0.0000e+00
Epoch 150/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 151/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 152/300
67s - loss: 0.0235 - acc: 0.0000e+00
Epoch 153/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 154/300
70s - loss: 0.0236 - acc: 0.0000e+00
Epoch 155/300
68s - loss: 0.0234 - acc: 0.0000e+00
Epoch 156/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 157/300
67s - loss: 0.0235 - acc: 0.0000e+00
Epoch 158/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 159/300
70s - loss: 0.0236 - acc: 0.0000e+00
Epoch 160/300
69s - loss: 0.0235 - acc: 0.0000e+00
Epoch 161/300
68s - loss: 0.0235 - acc: 0.0000e+00
Epoch 162/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 163/300
69s - loss: 0.0235 - acc: 0.0000e+00
Epoch 164/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 165/300
67s - loss: 0.0235 - acc: 0.0000e+00
Epoch 166/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 167/300
67s - loss: 0.0235 - acc: 0.0000e+00
Epoch 168/300
68s - loss: 0.0235 - acc: 0.0000e+00
Epoch 169/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 170/300
70s - loss: 0.0235 - acc: 0.0000e+00
Epoch 171/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 172/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 173/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 174/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 175/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 176/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 177/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 178/300
67s - loss: 0.0235 - acc: 0.0000e+00
Epoch 179/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 180/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 181/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 182/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 183/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 184/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 185/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 186/300
67s - loss: 0.0235 - acc: 0.0000e+00
Epoch 187/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 188/300
67s - loss: 0.0235 - acc: 0.0000e+00
Epoch 189/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 190/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 191/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 192/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 193/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 194/300
67s - loss: 0.0235 - acc: 0.0000e+00
Epoch 195/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 196/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 197/300
69s - loss: 0.0235 - acc: 0.0000e+00
Epoch 198/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 199/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 200/300
68s - loss: 0.0235 - acc: 0.0000e+00
Epoch 201/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 202/300
69s - loss: 0.0236 - acc: 0.0000e+00
Epoch 203/300
68s - loss: 0.0235 - acc: 0.0000e+00
Epoch 204/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 205/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 206/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 207/300
67s - loss: 0.0235 - acc: 0.0000e+00
Epoch 208/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 209/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 210/300
67s - loss: 0.0234 - acc: 0.0000e+00
Epoch 211/300
67s - loss: 0.0236 - acc: 0.0000e+00
Epoch 212/300
68s - loss: 0.0235 - acc: 0.0000e+00
Epoch 213/300
68s - loss: 0.0236 - acc: 0.0000e+00
Epoch 214/300
52s - loss: 0.0235 - acc: 0.0000e+00
Epoch 215/300
53s - loss: 0.0235 - acc: 0.0000e+00
Epoch 216/300
51s - loss: 0.0236 - acc: 0.0000e+00
Epoch 217/300
52s - loss: 0.0236 - acc: 0.0000e+00
Epoch 218/300
51s - loss: 0.0236 - acc: 0.0000e+00
Epoch 219/300
51s - loss: 0.0236 - acc: 0.0000e+00
Epoch 220/300
52s - loss: 0.0236 - acc: 0.0000e+00
Epoch 221/300
51s - loss: 0.0236 - acc: 0.0000e+00
Epoch 222/300
51s - loss: 0.0236 - acc: 0.0000e+00
Epoch 223/300
51s - loss: 0.0236 - acc: 0.0000e+00
Epoch 224/300
51s - loss: 0.0235 - acc: 0.0000e+00
Epoch 225/300
52s - loss: 0.0235 - acc: 0.0000e+00
Epoch 226/300

















In [ ]:



    


print_results(base[1:].values, originalTrainPredict[:, 0], originalTrainY[:, 0], originalTestPredict[:, 0],
                      originalTestY[:, 0], print_start, print_window)

Content source: jackycct/stock-price-indicator

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