File size: 1,880 Bytes
2a57d88
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
Length,0.046116106,0.059359178,0.09559635,0.08101684,0.04700958,0.047475114
Diameter,0.08347633,0.083421156,0.09657221,0.081145264,0.0735461,0.0685057
Height,0.095758766,0.082271226,0.10904176,0.12482568,0.0820814,0.0652053
Whole_weight,0.14149736,0.10289427,0.09803597,0.10497068,0.10299344,0.08895267
Shucked_weight,0.113597356,0.111627914,0.10594202,0.09149923,0.12201429,0.10130253
Viscera_weight,0.09624309,0.08488683,0.16501197,0.09503233,0.10133789,0.084858485
Shell_weight,0.12606904,0.1357582,0.12762637,0.10907371,0.12054574,0.14377396
Sex_F,0.13824679,0.16443609,0.052349646,0.16653058,0.13603318,0.13090624
Sex_I,0.06553346,0.07296358,0.04576923,0.036288325,0.084431335,0.13967492
Sex_M,0.08053033,0.08184645,0.055465773,0.057772715,0.11351491,0.09908052
cpu_training_time,0.0004123493,0.0009450985,0.0030869574,0.0033165414,0.0005483471,0.0008271249
cpu_prediction_time,0.00084361684,0.0016405184,0.0031036562,0.0043830452,0.00094981136,0.0018285697
memory_usage,0.00071206293,0.0011046223,0.003288013,0.003175999,0.0009821351,0.0019112405
max_depth,0.00084254955,0.0012418531,0.005844905,0.003735444,0.0005734921,0.001572156
learning_rate,0.002743278,0.0037915446,0.009919717,0.010913548,0.002896176,0.004176276
n_estimators,0.0018578945,0.0027561309,0.0069090463,0.008278209,0.0038587295,0.0062657716
model_CatBoostRegressor,0.0011453587,0.0019247631,0.0025640593,0.002565437,0.0020484088,0.0031329282
model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0
model_LGBMRegressor,0.0022861054,0.0025855661,0.004588634,0.0034922657,0.0026682643,0.004976525
model_RandomForestRegressor,0.00066435145,0.0013605943,0.0026431407,0.0021846676,0.0007676625,0.0016871105
model_XGBRegressor,0.0014238374,0.0031844915,0.0066405446,0.009799519,0.0011991067,0.0038867183