Medical Cost Analysis

Sep 10, 2021

((1070, 11), (268, 11), (1070, 1), (268, 1))

Model rmse mse mae r2
7 gb_boost 0.069097 0.004774 0.038394 0.879299
5 rand_reg 0.073894 0.005460 0.041038 0.861959
11 xgb_reg 0.081177 0.006590 0.045070 0.833405
8 ada_boost 0.083574 0.006985 0.069625 0.823422
9 knn_reg 0.092000 0.008464 0.057458 0.786020
0 lin_reg 0.092521 0.008560 0.066740 0.783593
2 ridge 0.092576 0.008570 0.066542 0.783336
10 svm 0.096521 0.009316 0.076285 0.764474
4 sgd_reg 0.096747 0.009360 0.069352 0.763370
6 tree_reg 0.111676 0.012471 0.052392 0.684709
1 lasso 0.198977 0.039592 0.153129 -0.000919
3 elastic_net 0.198977 0.039592 0.153129 -0.000919