method,learning_rate,nepoch,mse,mae,r_two,total_seconds
gd_inhouse,0.01,1,257451.02813537125,334.3180461738848,-442.75848432072775,0.001999
gd_inhouse,0.01,10,86767.3310261807,214.18148760566822,-4.328687954169671,0.001001
gd_inhouse,0.01,100,56356.12959077002,178.5283912026742,-0.5496565712743493,0.005997
gd_inhouse,0.01,1000,21051.296333741087,94.82255409425909,0.7924150065865253,0.043998
gd_inhouse,0.01,10000,18899.34824643477,95.48643149167147,0.8360083697263359,0.399
gd_inhouse,0.001,1,314631.82913113915,385.7955214363087,-29741.867669678857,0.0
gd_inhouse,0.001,10,261257.74556219415,337.90804601818616,-509.2052994034396,0.000999
gd_inhouse,0.001,100,89724.1269806496,215.94484158688047,-4.837392846700688,0.003
gd_inhouse,0.001,1000,56369.60488372169,178.55656190938407,-0.5505419166162153,0.039
gd_inhouse,0.001,10000,21056.978155072116,94.82391998791974,0.7923006164118715,0.397999
gd_inhouse,0.0001,1,320768.8326606876,391.60442520501203,-234710.99464395235,0.0
gd_inhouse,0.0001,10,314676.6839425022,385.83846408402735,-30024.261378708088,0.001001
gd_inhouse,0.0001,100,261604.61479460428,338.2333667195662,-515.8999402915309,0.007001
gd_inhouse,0.0001,1000,90019.39325415585,216.11348310339403,-4.889510817918271,0.050996
gd_inhouse,0.0001,10000,56370.95121542667,178.55937462952124,-0.5506304096121561,0.467
gd_sklearn,0.01,1,125109.45841970935,241.35045229298774,-17.85539933751767,0.02
gd_sklearn,0.01,10,65750.0348504427,181.34902998366692,-1.0174880792359593,0.000999
gd_sklearn,0.01,100,31930.526494385747,106.17585171820829,0.666523403836807,0.002001
gd_sklearn,0.01,1000,25090.50128298596,97.0827950611087,0.7764993232433015,0.007
gd_sklearn,0.01,10000,24943.426015346588,97.02567273206236,0.7784511878983078,0.007
gd_sklearn,0.001,1,125006.90832096059,242.5348218332482,-18.268526535574942,0.001003
gd_sklearn,0.001,10,65508.20539596666,180.18083478164573,-0.9850594452755141,0.001003
gd_sklearn,0.001,100,30687.636552973578,104.78196049967508,0.6993737478320228,0.002998
gd_sklearn,0.001,1000,22416.389452142117,94.01193903241094,0.8199844227546558,0.009998
gd_sklearn,0.001,10000,22290.744603243,93.8290548577359,0.8215499159729277,0.010999
gd_sklearn,0.0001,1,125710.62789889882,245.79617951821302,-19.79408548042127,0.0
gd_sklearn,0.0001,10,65372.539987971715,179.8859060494882,-0.958549895650588,0.002003
gd_sklearn,0.0001,100,30484.302965727897,104.84645129778197,0.7035876351188612,0.002996
gd_sklearn,0.0001,1000,22091.610025668026,93.5513910722631,0.8249949512134354,0.012
gd_sklearn,0.0001,10000,22131.171216622886,93.4473435867543,0.8250730362921999,0.015999