aiRtrafficNN/Code/python/notebooks/hyperparameter_scan_results_mode4.csv

Model,Warm-up Steps,Prediction Steps,Final Loss
LSTM,300,50,9.862369941587144
LSTM,300,150,9.971682480476955
LSTM,300,250,10.29279103258902
LSTM,300,350,12.395452572706532
LSTM,300,450,15.293026637206687
LSTM,300,550,17.092201953674568
LSTM,300,650,18.27297738416398
LSTM,300,750,19.010794245301092
LSTM,300,850,19.897037681469573
LSTM,300,950,20.623012617230415
LSTM,300,1050,21.28835177484979
LSTM,300,1150,21.929412549956048
LSTM,300,1250,22.561502300202847
LSTM,300,1350,23.15739925078889
LSTM,300,1450,23.704879142819568
LSTM,300,1550,24.20327407850864
LSTM,300,1650,24.707538994702887
LSTM,300,1750,25.284746502308135
LSTM,400,50,9.65707555242834
LSTM,400,150,9.892279649609105
LSTM,400,250,10.248744717501896
LSTM,400,350,12.232247990536246
LSTM,400,450,14.960272295380685
LSTM,400,550,16.744475945136806
LSTM,400,650,17.98665561491346
LSTM,400,750,18.75519933511919
LSTM,400,850,19.656632389397696
LSTM,400,950,20.367879750722267
LSTM,400,1050,21.04592862091166
LSTM,400,1150,21.784925687503307
LSTM,400,1250,22.4162356880434
LSTM,400,1350,22.954811925900742
LSTM,400,1450,23.494219167118377
LSTM,400,1550,24.00001180045148
LSTM,400,1650,24.51408112588081
LSTM,400,1750,25.099019240825733
LSTM,500,50,9.255114727911163
LSTM,500,150,9.410554065210546
LSTM,500,250,9.832644554191923
LSTM,500,350,11.855155017880842
LSTM,500,450,14.520017112843059
LSTM,500,550,16.211916098549487
LSTM,500,650,17.42990435489473
LSTM,500,750,18.230336302455434
LSTM,500,850,19.147692583739122
LSTM,500,950,19.876462495865972
LSTM,500,1050,20.57458997565381
LSTM,500,1150,21.31553331318688
LSTM,500,1250,22.003429115294143
LSTM,500,1350,22.629165820301846
LSTM,500,1450,23.14494380291472
LSTM,500,1550,23.623955009465522
LSTM,500,1650,24.149440955925495
LSTM,500,1750,24.750916465799857
LSTM,600,50,8.842912823516638
LSTM,600,150,9.045101637060338
LSTM,600,250,9.405317883978181
LSTM,600,350,11.404711628194027
LSTM,600,450,14.02450726064358
LSTM,600,550,15.644331654969681
LSTM,600,650,16.79889838435152
LSTM,600,750,17.57457868239664
LSTM,600,850,18.526446927299208
LSTM,600,950,19.281166856514012
LSTM,600,1050,19.9941753551681
LSTM,600,1150,20.772096468888698
LSTM,600,1250,21.530888327417223
LSTM,600,1350,22.20997430701205
LSTM,600,1450,22.83222754426459
LSTM,600,1550,23.371660289295175
LSTM,600,1650,23.89038978009782
LSTM,600,1750,24.52230284505702
LSTM,700,50,8.907356023946976
LSTM,700,150,8.87256126513982
LSTM,700,250,9.159940499752919
LSTM,700,350,11.123581313092183
LSTM,700,450,13.72904877735183
LSTM,700,550,15.310136568891084
LSTM,700,650,16.44262753159521
LSTM,700,750,17.185374920949975
LSTM,700,850,18.13137794456425
LSTM,700,950,18.9271035429011
LSTM,700,1050,19.71398233019925
LSTM,700,1150,20.550790677996392
LSTM,700,1250,21.35204956870764
LSTM,700,1350,22.068374782800674
LSTM,700,1450,22.725731627421176
LSTM,700,1550,23.318080555885395
LSTM,700,1650,23.891463927449063
LSTM,700,1750,24.501268904259863
LSTM,800,50,7.819199040096174
LSTM,800,150,8.028777545813393
LSTM,800,250,8.44639814147686
LSTM,800,350,10.481409571886537
LSTM,800,450,13.285768888890743
LSTM,800,550,15.084332185321824
LSTM,800,650,16.297351334699766
LSTM,800,750,17.0808284461419
LSTM,800,850,18.011124064868437
LSTM,800,950,18.83316843005571
LSTM,800,1050,19.673841735784045
LSTM,800,1150,20.578865400654205
LSTM,800,1250,21.426881732934334
LSTM,800,1350,22.17478320763466
LSTM,800,1450,22.85892988012192
LSTM,800,1550,23.46633131104581
LSTM,800,1650,24.0588832554665
LSTM,800,1750,24.71530851151081
LSTM,900,50,5.31567295161175
LSTM,900,150,5.93126944628881
LSTM,900,250,6.439508765004575
LSTM,900,350,8.691833518940877
LSTM,900,450,11.541131605334739
LSTM,900,550,13.43263564613509
LSTM,900,650,14.788990812970603
LSTM,900,750,15.922165255161358
LSTM,900,850,17.10452719215066
LSTM,900,950,18.072369595870693
LSTM,900,1050,19.034654744127963
LSTM,900,1150,20.061639863284345
LSTM,900,1250,21.028563351548733
LSTM,900,1350,21.859083400127737
LSTM,900,1450,22.588112238556782
LSTM,900,1550,23.231913645850852
LSTM,900,1650,23.849693954942076
LSTM,900,1750,24.53179801968818
LSTM,1000,50,12.946285433948358
LSTM,1000,150,13.000357976975911
LSTM,1000,250,12.65432847043539
LSTM,1000,350,14.052030528558696
LSTM,1000,450,16.236685500460418
LSTM,1000,550,17.609337759303287
LSTM,1000,650,18.571255319850877
LSTM,1000,750,19.37364169404386
LSTM,1000,850,20.3214724716988
LSTM,1000,950,21.11854894601918
LSTM,1000,1050,21.90718490138967
LSTM,1000,1150,22.77201860429759
LSTM,1000,1250,23.60958881042105
LSTM,1000,1350,24.343971230565234
LSTM,1000,1450,24.987430850876137
LSTM,1000,1550,25.54132500005529
LSTM,1000,1650,26.082685812356623
LSTM,1000,1750,26.698612852299465
LSTM,1100,50,27.546075770195493
LSTM,1100,150,25.562766545630517
LSTM,1100,250,23.924289144100026
LSTM,1100,350,24.709189360446118
LSTM,1100,450,26.364524430417
LSTM,1100,550,27.26226848554104
LSTM,1100,650,27.66317448527255
LSTM,1100,750,27.85544272369527
LSTM,1100,850,28.257131239835253
LSTM,1100,950,28.58557756023204
LSTM,1100,1050,28.963698213087753
LSTM,1100,1150,29.422803269421802
LSTM,1100,1250,29.876229475153252
LSTM,1100,1350,30.2480577744068
LSTM,1100,1450,30.605196503882713
LSTM,1100,1550,30.912771285848414
LSTM,1100,1650,31.237472819521074
LSTM,1100,1750,31.65895197239328
LSTM,1200,50,45.72944003977674
LSTM,1200,150,45.80984919121925
LSTM,1200,250,45.5580165538382
LSTM,1200,350,46.07810850346342
LSTM,1200,450,46.488227661619796
LSTM,1200,550,45.77246542179838
LSTM,1200,650,44.721119718348724
LSTM,1200,750,43.79531892817071
LSTM,1200,850,43.25199920573133
LSTM,1200,950,42.71093751014547
LSTM,1200,1050,42.25337032561607
LSTM,1200,1150,41.93283303240512
LSTM,1200,1250,41.69350932506805
LSTM,1200,1350,41.48287402822616
LSTM,1200,1450,41.285090071089726
LSTM,1200,1550,41.11505899023503
LSTM,1200,1650,40.99167997279066
LSTM,1200,1750,40.998795950666384
LSTM,1300,50,54.38528353102664
LSTM,1300,150,53.734168559946916
LSTM,1300,250,53.58842849731445
LSTM,1300,350,55.28923363381244
LSTM,1300,450,57.58671086899778
LSTM,1300,550,58.94283174961171
LSTM,1300,650,59.50496937366242
LSTM,1300,750,59.219228785088724
LSTM,1300,850,58.63460228290964
LSTM,1300,950,57.682741875344135
LSTM,1300,1050,56.64409150468542
LSTM,1300,1150,55.772792146560995
LSTM,1300,1250,54.99640992347231
LSTM,1300,1350,54.281181518067704
LSTM,1300,1450,53.598816486115155
LSTM,1300,1550,52.87812620528201
LSTM,1300,1650,52.251831318469755
LSTM,1300,1750,51.78712038283653
LSTM,1400,50,62.96980297819097
LSTM,1400,150,61.98086929321289
LSTM,1400,250,61.59891173180113
LSTM,1400,350,63.16472065702398
LSTM,1400,450,65.32719068324312
LSTM,1400,550,66.55231005080203
LSTM,1400,650,67.17423682517193
LSTM,1400,750,67.60911166414301
LSTM,1400,850,68.09372926265635
LSTM,1400,950,68.38521397367437
LSTM,1400,1050,68.56845985574925
LSTM,1400,1150,68.4494068470407
LSTM,1400,1250,67.99026566363395
LSTM,1400,1350,67.23213138986141
LSTM,1400,1450,66.27846070553394
LSTM,1400,1550,65.28710911121775
LSTM,1400,1650,64.32347042002577
LSTM,1400,1750,63.50571198159076
LSTM,1500,50,73.46576844884994
LSTM,1500,150,71.49019679617375
LSTM,1500,250,70.90998475095058
LSTM,1500,350,72.38094768118351
LSTM,1500,450,74.64708977557243
LSTM,1500,550,76.02133690042699
LSTM,1500,650,76.73158264160156
LSTM,1500,750,77.06667254833465
LSTM,1500,850,77.47028931151046
LSTM,1500,950,77.68504637860238
LSTM,1500,1050,77.92948426591589
LSTM,1500,1150,78.2069472049145
LSTM,1500,1250,78.412881242468
LSTM,1500,1350,78.49721015767848
LSTM,1500,1450,78.43904710323253
LSTM,1500,1550,78.12647847926362
LSTM,1500,1650,77.5705286391238
LSTM,1500,1750,76.89041409593948
LSTM,1600,50,84.35141080491086
LSTM,1600,150,82.58158062874003
LSTM,1600,250,81.83897757022939
LSTM,1600,350,82.94142840770965
LSTM,1600,450,84.89138193333403
LSTM,1600,550,86.05075576457571
LSTM,1600,650,86.71554670942591
LSTM,1600,750,86.94912330140458
LSTM,1600,850,87.17295163743039
LSTM,1600,950,87.27997483598425
LSTM,1600,1050,87.32662192811357
LSTM,1600,1150,87.43291830509267
LSTM,1600,1250,87.48248713067237
LSTM,1600,1350,87.4450540745512
LSTM,1600,1450,87.36257317725648
LSTM,1600,1550,87.23652835602456
LSTM,1600,1650,87.06239992506961
LSTM,1600,1750,86.91943164581949
LSTM,1700,50,95.18383983855551
LSTM,1700,150,93.21335333966195
LSTM,1700,250,92.36863586750437
LSTM,1700,350,93.41959235008727
LSTM,1700,450,95.52848921430872
LSTM,1700,550,96.99906085399871
LSTM,1700,650,97.844802612954
LSTM,1700,750,98.22876739501953
LSTM,1700,850,98.56046132838472
LSTM,1700,950,98.59377556658805
LSTM,1700,1050,98.62774763716028
LSTM,1700,1150,98.64187354229867
LSTM,1700,1250,98.58534135209753
LSTM,1700,1350,98.46203264277032
LSTM,1700,1450,98.2650912670379
LSTM,1700,1550,98.01571054661528
LSTM,1700,1650,97.74352215706034
LSTM,1700,1750,97.54502357320582