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Optumize the training time

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Derek Holloway
2026-02-17 21:13:54 -08:00
parent 926003c6b4
commit 8d599be940
3 changed files with 202 additions and 0 deletions
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WebServer/AIPython/ai-trainer.py
+1
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@@ -52,6 +52,7 @@ def TrainAI():
Training_Data = dnn_linear_model.fit( Training_Data = dnn_linear_model.fit(
train_features, train_features,
train_labels, train_labels,
batch_size=1024,
epochs=100, epochs=100,
# Show progress # Show progress
verbose=1, verbose=1,
WebServer/AIPython/data/model.keras
BIN
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WebServer/AIPython/data/stocks.preview.csv
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@@ -0,0 +1,201 @@
Date,Close,High,Low,Open,Volume,Symbol,Spread,Return,Volatility_5,Volatility_20,Target_Close_Tomorrow
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1 Date Close High Low Open Volume Symbol Spread Return Volatility_5 Volatility_20 Target_Close_Tomorrow
2 -249955200 0.5309498310089111 0.5340792783727715 0.526777297978745 0.526777297978745 170310 0 0.007301980394026519 0.007920925618158936 0.01020097087908757 0.011124851514532868 0.03732782059888673
3 -249868800 0.550769031047821 0.5591139413745083 0.5340790581025554 0.5340790581025554 327226 0 0.025034883271952912 0.03732782059888673 0.019968119940768032 0.014089848206451776 0.030304086275323883
4 -249782400 0.5674595832824707 0.5705888421852839 0.5486832303323458 0.5507695932992797 319571 0 0.021905611852938156 0.030304086275323883 0.02131353407510427 0.015701564324636316 0.011028222367314378
5 -249696000 0.5737176537513733 0.5758038240344174 0.5695451228204382 0.5695451228204382 239200 0 0.006258701213979201 0.011028222367314378 0.02080561187040575 0.014493138742101818 0.01636474800748222
6 -249436800 0.5831063985824585 0.5831063985824585 0.5716318791669666 0.5737182419538933 233459 0 0.011474519415491935 0.01636474800748222 0.012691571008267575 0.01465613912667609 0.0017888352556327813
7 -249350400 0.5841494798660278 0.5841494798660278 0.5778907722881246 0.583106393663884 210496 0 0.006258707577903255 0.0017888352556327813 0.014402703282386348 0.014637043767007639 -0.00178564103799006
8 -249264000 0.5831063985824585 0.586235695288294 0.5799769495845895 0.5841494847934009 221978 0 0.006258745703704549 -0.00178564103799006 0.01273075966273603 0.014251384370450933 -0.0017895507897349727
9 -249177600 0.5820629000663757 0.5841492238483131 0.5810198143213898 0.5831061381033271 116730 0 0.00312940952692331 -0.0017895507897349727 0.008183487480294495 0.014194434631380507 -0.0017914277917073784
10 -249091200 0.581020176410675 0.586235798750915 0.5716319800522128 0.582063262805708 153088 0 0.014603818698702198 -0.0017914277917073784 0.00787248119327244 0.013123792468612167 -0.00897741985684919
11 -248832000 0.5758041143417358 0.579976647376367 0.5737179430068917 0.579976647376367 110989 0 0.0062587043694752875 -0.00897741985684919 0.003932797596241202 0.013455459080175522 -0.0144919615046597
12 -248745600 0.5674595832824707 0.5799769996238405 0.5674595832824707 0.5758044640550312 183706 0 0.012517416341369825 -0.0144919615046597 0.005785936495127997 0.013704502241690689 -0.029412759474609862
13 -248659200 0.550769031047821 0.5674590039930867 0.5476395849746382 0.5674590039930867 179878 0 0.019819419018448525 -0.029412759474609862 0.011451161187184583 0.01534236299993626 0.003788267808727541
14 -248572800 0.5528554916381836 0.5612005586359451 0.5497260819957749 0.5507693200712253 187533 0 0.011474476640170206 0.003788267808727541 0.012800574734005627 0.015284604027153705 0.0
15 -248486400 0.5528554916381836 0.5612005586359451 0.5507693200712253 0.5528554916381836 218150 0 0.010431238564719836 0.0 0.0131151699824541 0.014973992647779379 -0.014004284031181036
16 -248227200 0.5451131463050842 0.5503445602901758 0.5451131463050842 0.5503445602901758 197101 0 0.0052314139850915264 -0.014004284031181036 0.01322674821459181 0.015366581386836187 0.040306682611882305
17 -248140800 0.5670848488807678 0.5670848488807678 0.5472055985809793 0.5472055985809793 174138 0 0.019879250299788542 0.040306682611882305 0.025981330391965447 0.017618488315911215 -0.0036896796913634677
18 -248054400 0.5649924874305725 0.5681313734077197 0.5608073188571375 0.5670849762465808 126298 0 0.00732405455058216 -0.0036896796913634677 0.020671906805434185 0.01765222390442995 -0.009258781595233523
19 -247881600 0.5597613453865051 0.5649927994452746 0.5587151004007169 0.5649927994452746 124384 0 0.006277699044557661 -0.009258781595233523 0.021704964172990067 0.017756314579735696 -0.0037393370010787574
20 -247622400 0.5576682090759277 0.5639458626563627 0.5524367992686815 0.5597606966223052 170310 0 0.011509063387681207 -0.0037393370010787574 0.021883680795873956 0.01780883538421884 -0.007504285964694768
21 -247536000 0.5534833073616028 0.5608072464010841 0.5534833073616028 0.5576684753943159 124384 0 0.007323939039481364 -0.007504285964694768 0.02087060330355825 0.017471664124892053 0.009451632575766089
22 -247449600 0.5587146282196045 0.5587146282196045 0.5482518053210198 0.5534832167703121 116730 0 0.01046282289858469 0.009451632575766089 0.0073401787635225145 0.017499441367576696 -0.0037450622359893604
23 -247363200 0.5566222071647644 0.5639462624637895 0.5524371909167985 0.5587148489477538 139693 0 0.01150907154699099 -0.0037450622359893604 0.007341619254532293 0.015519315407075811 -0.005639192548838601
24 -247276800 0.5534833073616028 0.5608072464010841 0.5482518950560599 0.5566220783683711 267904 0 0.01255535134502428 -0.005639192548838601 0.006717041757863703 0.013900322081773192 -0.009450986435469044
25 -247017600 0.5482523441314697 0.5555762509817099 0.5482523441314697 0.5534837607220842 202842 0 0.007323906850240203 -0.009450986435469044 0.0074792144921519916 0.013708584847919697 0.0
26 -246931200 0.5482523441314697 0.5482523441314697 0.5440671726706681 0.5482523441314697 216237 0 0.004185171460801662 0.0 0.0071914891445769135 0.013014298898837685 0.007632949589417404
27 -246844800 0.5524371266365051 0.5524371266365051 0.5461594693360033 0.5482519581223654 130125 0 0.006277657300501782 0.007632949589417404 0.006486732232712842 0.013191812373258895 0.005682128990067925
28 -246758400 0.5555761456489563 0.5597613163162833 0.5524374108545964 0.5524374108545964 310003 0 0.00732390546168693 0.005682128990067925 0.007263607062114778 0.013324226683990305 0.00188284094628699
29 -246672000 0.5566222071647644 0.5597610934626734 0.5545296799466377 0.5555759244615572 177965 0 0.005231413516035732 0.00188284094628699 0.006648482833284379 0.013357353744113301 0.015037632631373699
30 -246412800 0.5649924874305725 0.5649924874305725 0.5587147918528457 0.5587147918528457 176051 0 0.006277695577726838 0.015037632631373699 0.005860594501200982 0.013900053351495783 0.02962970464925574
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