{ "cells": [ { "cell_type": "markdown", "id": "acoustic-monkey", "metadata": {}, "source": [ "
\n", "\n", "| \n", " | x | \n", "score | \n", "
|---|---|---|
| 0 | \n", "-2.45 | \n", "-6.0025 | \n", "
| 1 | \n", "2.04 | \n", "-4.1616 | \n", "
| 2 | \n", "4.99 | \n", "-24.9001 | \n", "
| 3 | \n", "-5.00 | \n", "-25.0000 | \n", "
| 4 | \n", "2.33 | \n", "-5.4289 | \n", "
| ... | \n", "... | \n", "... | \n", "
| 65 | \n", "0.98 | \n", "-0.9604 | \n", "
| 66 | \n", "1.90 | \n", "-3.6100 | \n", "
| 67 | \n", "0.51 | \n", "-0.2601 | \n", "
| 68 | \n", "-3.59 | \n", "-12.8881 | \n", "
| 69 | \n", "-3.89 | \n", "-15.1321 | \n", "
70 rows × 2 columns
\n", " | \n",
" | \n",
"
| \n",
" | \n",
"
| \n",
" | \n",
"
| \n", " | n_estimators | \n", "max_depth | \n", "score | \n", "
|---|---|---|---|
| 0 | \n", "195 | \n", "6 | \n", "0.274693 | \n", "
| 1 | \n", "10 | \n", "4 | \n", "0.169371 | \n", "
| 2 | \n", "190 | \n", "4 | \n", "0.281844 | \n", "
| 3 | \n", "145 | \n", "4 | \n", "0.270726 | \n", "
| 4 | \n", "100 | \n", "2 | \n", "0.326549 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "
| 145 | \n", "41 | \n", "4 | \n", "0.275339 | \n", "
| 146 | \n", "23 | \n", "8 | \n", "0.260763 | \n", "
| 147 | \n", "31 | \n", "2 | \n", "0.311232 | \n", "
| 148 | \n", "36 | \n", "9 | \n", "0.294797 | \n", "
| 149 | \n", "62 | \n", "2 | \n", "0.326051 | \n", "
150 rows × 3 columns
\n", "| \n", " | n_estimators | \n", "max_depth | \n", "cv_time | \n", "score | \n", "
|---|---|---|---|---|
| 0 | \n", "195 | \n", "6 | \n", "0.452088 | \n", "0.274693 | \n", "
| 1 | \n", "10 | \n", "4 | \n", "0.030381 | \n", "0.169371 | \n", "
| 2 | \n", "190 | \n", "4 | \n", "0.471566 | \n", "0.281844 | \n", "
| 3 | \n", "145 | \n", "4 | \n", "0.370940 | \n", "0.270726 | \n", "
| 4 | \n", "160 | \n", "4 | \n", "0.406486 | \n", "0.292612 | \n", "
| \n", " | n_estimators | \n", "max_depth | \n", "cv_time | \n", "score | \n", "score_cv_avg | \n", "score_cv_std | \n", "scores | \n", "
|---|---|---|---|---|---|---|---|
| 0 | \n", "195 | \n", "11 | \n", "0.469325 | \n", "0.296279 | \n", "0.274693 | \n", "0.339536 | \n", "[0.0, 0.7591973311141902, 0.0, 0.6142691854272... | \n", "
| 1 | \n", "10 | \n", "6 | \n", "0.031425 | \n", "0.245898 | \n", "0.173973 | \n", "0.213076 | \n", "[0.0, 0.43657746289686405, 0.0, 0.433289892271... | \n", "
| 2 | \n", "190 | \n", "6 | \n", "0.431359 | \n", "0.304529 | \n", "0.279970 | \n", "0.344935 | \n", "[0.0, 0.7591973311141902, 0.0, 0.6406546370228... | \n", "
| 3 | \n", "145 | \n", "7 | \n", "0.358018 | \n", "0.293567 | \n", "0.264909 | \n", "0.330187 | \n", "[0.0, 0.7591973708039511, 0.0, 0.5653496914445... | \n", "
| 4 | \n", "160 | \n", "6 | \n", "0.387764 | \n", "0.328621 | \n", "0.298918 | \n", "0.366175 | \n", "[0.0, 0.7591973339658764, 0.0, 0.7353918625267... | \n", "
| \n", " | hidden_layer_sizes | \n", "activation | \n", "solver | \n", "alpha | \n", "learning_rate_init | \n", "score | \n", "
|---|---|---|---|---|---|---|
| 0 | \n", "10 | \n", "tanh | \n", "adam | \n", "1.000000e-05 | \n", "1.000000e-07 | \n", "0.340000 | \n", "
| 1 | \n", "60 | \n", "relu | \n", "sgd | \n", "1.000000e-03 | \n", "1.000000e-07 | \n", "0.320000 | \n", "
| 2 | \n", "50 | \n", "logistic | \n", "sgd | \n", "1.000000e-04 | \n", "1.000000e-04 | \n", "0.340000 | \n", "
| 3 | \n", "90 | \n", "relu | \n", "lbfgs | \n", "1.000000e-01 | \n", "1.000000e-01 | \n", "0.973333 | \n", "
| 4 | \n", "10 | \n", "relu | \n", "lbfgs | \n", "1.000000e-08 | \n", "1.000000e-01 | \n", "0.973333 | \n", "