From ee47557fc450ddf626970d45e6aaca352f9afc23 Mon Sep 17 00:00:00 2001 From: patrickh Date: Thu, 16 Jan 2025 06:04:15 -0500 Subject: [PATCH] draft of lecture 7 for 2025 --- .gitignore | 3 +- .../assignment_1/assign_1_template.ipynb | 4 +- assignments/eval.ipynb | 1542 +++++++++-------- .../model_eval_2024_09_04_21_10_51.csv | 26 + assignments/requirements.txt | 6 +- tex/lecture_7.bib | 13 +- tex/lecture_7.pdf | Bin 23387181 -> 23367528 bytes tex/lecture_7.tex | 76 +- 8 files changed, 923 insertions(+), 747 deletions(-) create mode 100644 assignments/model_eval_2024_09_04_21_10_51.csv diff --git a/.gitignore b/.gitignore index 1ca8a2f..043fc02 100644 --- a/.gitignore +++ b/.gitignore @@ -18,4 +18,5 @@ tests/out* *.toc best_mgbm* stolen_dt* - +assignments/Python-* +assignments/python-* diff --git a/assignments/assignment_1/assign_1_template.ipynb b/assignments/assignment_1/assign_1_template.ipynb index 14dbdbc..ea078be 100644 --- a/assignments/assignment_1/assign_1_template.ipynb +++ b/assignments/assignment_1/assign_1_template.ipynb @@ -1155,7 +1155,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -1169,7 +1169,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.6.15" } }, "nbformat": 4, diff --git a/assignments/eval.ipynb b/assignments/eval.ipynb index 5a3a9ac..994c585 100644 --- a/assignments/eval.ipynb +++ b/assignments/eval.ipynb @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, "id": "355c2b81", "metadata": {}, "outputs": [ @@ -119,15 +119,25 @@ " \n", " high_priced\n", " fold\n", - " group1_rem_ebm\n", - " group2_rem_ebm\n", - " group2_rem_ebm2\n", - " group3_rem_piml_EBM\n", - " group3_rem_piml_EBM2\n", - " group5_rem_xgb2\n", - " group8_rem_ebm\n", - " group9_rem_xgb\n", - " ph_rem_ebm\n", + " group1_ebm\n", + " group1_glm\n", + " group1_mxgb\n", + " group2_ebm\n", + " group2_glm\n", + " group2_mxgb\n", + " group3_ebm\n", + " group3_glm\n", + " ...\n", + " group8_ebm\n", + " group8_glm\n", + " group8_mxgb\n", + " group9_ebm\n", + " group9_glm\n", + " group9_mxgb\n", + " ph_best_moe\n", + " ph_ebm\n", + " ph_glm\n", + " ph_mxgb\n", " \n", " \n", " \n", @@ -135,71 +145,121 @@ " 0\n", " 0.0\n", " 2\n", - " 0.118787\n", - " 0.080557\n", - " 0.080557\n", - " 0.920389\n", - " 0.136749\n", - " 0.078326\n", - " 0.223846\n", - " 0.081792\n", - " 0.219429\n", + " 0.081364\n", + " 0.142090\n", + " 0.062958\n", + " 0.081364\n", + " 0.142090\n", + " 0.086361\n", + " 0.081364\n", + " 0.142090\n", + " ...\n", + " 0.081364\n", + " 0.142090\n", + " 0.078233\n", + " 0.081364\n", + " 0.142090\n", + " 0.059522\n", + " 0.073803\n", + " 0.082841\n", + " 0.142090\n", + " 0.059522\n", " \n", " \n", " 1\n", " 0.0\n", " 1\n", - " 0.084506\n", - " 0.026001\n", - " 0.026001\n", - " 0.969301\n", - " 0.053751\n", - " 0.035825\n", - " 0.053926\n", - " 0.110702\n", - " 0.053929\n", + " 0.026177\n", + " 0.081674\n", + " 0.037317\n", + " 0.026177\n", + " 0.081674\n", + " 0.033920\n", + " 0.026177\n", + " 0.081674\n", + " ...\n", + " 0.026177\n", + " 0.081674\n", + " 0.022467\n", + " 0.026177\n", + " 0.081674\n", + " 0.036210\n", + " 0.028311\n", + " 0.027079\n", + " 0.081674\n", + " 0.036210\n", " \n", " \n", " 2\n", " 1.0\n", " 4\n", - " 0.210389\n", - " 0.194961\n", - " 0.194961\n", - " 0.814272\n", - " 0.182311\n", - " 0.195332\n", - " 0.143522\n", - " 0.204048\n", - " 0.133863\n", + " 0.184662\n", + " 0.125823\n", + " 0.171167\n", + " 0.184662\n", + " 0.125823\n", + " 0.183323\n", + " 0.184662\n", + " 0.125823\n", + " ...\n", + " 0.184662\n", + " 0.125823\n", + " 0.179896\n", + " 0.184662\n", + " 0.125823\n", + " 0.180734\n", + " 0.200144\n", + " 0.190718\n", + " 0.125823\n", + " 0.180734\n", " \n", " \n", " 3\n", " 0.0\n", " 1\n", - " 0.008529\n", - " 0.028556\n", - " 0.028556\n", - " 0.974559\n", - " 0.004065\n", - " 0.022765\n", - " 0.009371\n", - " 0.024038\n", - " 0.014419\n", + " 0.030049\n", + " 0.006973\n", + " 0.030916\n", + " 0.030049\n", + " 0.006973\n", + " 0.030934\n", + " 0.030049\n", + " 0.006973\n", + " ...\n", + " 0.030049\n", + " 0.006973\n", + " 0.010161\n", + " 0.030049\n", + " 0.006973\n", + " 0.027677\n", + " 0.008254\n", + " 0.031069\n", + " 0.006973\n", + " 0.027677\n", " \n", " \n", " 4\n", " 1.0\n", " 2\n", - " 0.189933\n", - " 0.208263\n", - " 0.208263\n", - " 0.802908\n", - " 0.211120\n", - " 0.193035\n", - " 0.151100\n", - " 0.170243\n", - " 0.156047\n", + " 0.205948\n", + " 0.130426\n", + " 0.174999\n", + " 0.205948\n", + " 0.130426\n", + " 0.178491\n", + " 0.205948\n", + " 0.130426\n", + " ...\n", + " 0.205948\n", + " 0.130426\n", + " 0.214328\n", + " 0.205948\n", + " 0.130426\n", + " 0.177813\n", + " 0.209376\n", + " 0.210361\n", + " 0.130426\n", + " 0.177813\n", " \n", " \n", " ...\n", @@ -214,126 +274,199 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", " \n", " \n", " 19826\n", " 0.0\n", " 3\n", - " 0.163697\n", - " 0.228342\n", - " 0.228342\n", - " 0.792251\n", - " 0.209322\n", - " 0.235192\n", - " 0.216720\n", - " 0.181403\n", - " 0.184214\n", + " 0.227771\n", + " 0.160032\n", + " 0.275086\n", + " 0.227771\n", + " 0.160032\n", + " 0.255826\n", + " 0.227771\n", + " 0.160032\n", + " ...\n", + " 0.227771\n", + " 0.160032\n", + " 0.236099\n", + " 0.227771\n", + " 0.160032\n", + " 0.274767\n", + " 0.222673\n", + " 0.231624\n", + " 0.160032\n", + " 0.274767\n", " \n", " \n", " 19827\n", " 0.0\n", " 1\n", - " 0.114999\n", - " 0.253998\n", - " 0.253998\n", - " 0.762946\n", - " 0.206744\n", - " 0.235832\n", - " 0.161401\n", - " 0.159468\n", - " 0.141663\n", + " 0.253325\n", + " 0.123836\n", + " 0.188414\n", + " 0.253325\n", + " 0.123836\n", + " 0.176984\n", + " 0.253325\n", + " 0.123836\n", + " ...\n", + " 0.253325\n", + " 0.123836\n", + " 0.255476\n", + " 0.253325\n", + " 0.123836\n", + " 0.182039\n", + " 0.254699\n", + " 0.254823\n", + " 0.123836\n", + " 0.182039\n", " \n", " \n", " 19828\n", " 1.0\n", " 3\n", - " 0.141307\n", - " 0.213364\n", - " 0.213364\n", - " 0.747401\n", - " 0.246610\n", - " 0.208723\n", - " 0.242814\n", - " 0.138141\n", - " 0.233266\n", + " 0.225811\n", + " 0.169604\n", + " 0.211717\n", + " 0.225811\n", + " 0.169604\n", + " 0.236894\n", + " 0.225811\n", + " 0.169604\n", + " ...\n", + " 0.225811\n", + " 0.169604\n", + " 0.224857\n", + " 0.225811\n", + " 0.169604\n", + " 0.212740\n", + " 0.227556\n", + " 0.220400\n", + " 0.169604\n", + " 0.212740\n", " \n", " \n", " 19829\n", " 0.0\n", " 1\n", - " 0.007766\n", - " 0.002176\n", - " 0.002176\n", - " 0.996455\n", - " 0.000268\n", - " 0.018702\n", - " 0.005657\n", - " 0.034570\n", - " 0.009914\n", + " 0.001488\n", + " 0.002538\n", + " 0.001149\n", + " 0.001488\n", + " 0.002538\n", + " 0.001113\n", + " 0.001488\n", + " 0.002538\n", + " ...\n", + " 0.001488\n", + " 0.002538\n", + " 0.001779\n", + " 0.001488\n", + " 0.002538\n", + " 0.001323\n", + " 0.001639\n", + " 0.000993\n", + " 0.002538\n", + " 0.001323\n", " \n", " \n", " 19830\n", " 0.0\n", " 0\n", - " 0.163946\n", - " 0.185484\n", - " 0.185484\n", - " 0.811429\n", - " 0.177857\n", - " 0.215085\n", - " 0.167812\n", - " 0.177785\n", - " 0.155447\n", + " 0.207258\n", + " 0.156659\n", + " 0.264629\n", + " 0.207258\n", + " 0.156659\n", + " 0.233696\n", + " 0.207258\n", + " 0.156659\n", + " ...\n", + " 0.207258\n", + " 0.156659\n", + " 0.185213\n", + " 0.207258\n", + " 0.156659\n", + " 0.259442\n", + " 0.211435\n", + " 0.222328\n", + " 0.156659\n", + " 0.259442\n", " \n", " \n", "\n", - "

19831 rows × 11 columns

\n", + "

19831 rows × 37 columns

\n", "" ], "text/plain": [ - " high_priced fold group1_rem_ebm group2_rem_ebm group2_rem_ebm2 \\\n", - "0 0.0 2 0.118787 0.080557 0.080557 \n", - "1 0.0 1 0.084506 0.026001 0.026001 \n", - "2 1.0 4 0.210389 0.194961 0.194961 \n", - "3 0.0 1 0.008529 0.028556 0.028556 \n", - "4 1.0 2 0.189933 0.208263 0.208263 \n", - "... ... ... ... ... ... \n", - "19826 0.0 3 0.163697 0.228342 0.228342 \n", - "19827 0.0 1 0.114999 0.253998 0.253998 \n", - "19828 1.0 3 0.141307 0.213364 0.213364 \n", - "19829 0.0 1 0.007766 0.002176 0.002176 \n", - "19830 0.0 0 0.163946 0.185484 0.185484 \n", + " high_priced fold group1_ebm group1_glm group1_mxgb group2_ebm \\\n", + "0 0.0 2 0.081364 0.142090 0.062958 0.081364 \n", + "1 0.0 1 0.026177 0.081674 0.037317 0.026177 \n", + "2 1.0 4 0.184662 0.125823 0.171167 0.184662 \n", + "3 0.0 1 0.030049 0.006973 0.030916 0.030049 \n", + "4 1.0 2 0.205948 0.130426 0.174999 0.205948 \n", + "... ... ... ... ... ... ... \n", + "19826 0.0 3 0.227771 0.160032 0.275086 0.227771 \n", + "19827 0.0 1 0.253325 0.123836 0.188414 0.253325 \n", + "19828 1.0 3 0.225811 0.169604 0.211717 0.225811 \n", + "19829 0.0 1 0.001488 0.002538 0.001149 0.001488 \n", + "19830 0.0 0 0.207258 0.156659 0.264629 0.207258 \n", + "\n", + " group2_glm group2_mxgb group3_ebm group3_glm ... group8_ebm \\\n", + "0 0.142090 0.086361 0.081364 0.142090 ... 0.081364 \n", + "1 0.081674 0.033920 0.026177 0.081674 ... 0.026177 \n", + "2 0.125823 0.183323 0.184662 0.125823 ... 0.184662 \n", + "3 0.006973 0.030934 0.030049 0.006973 ... 0.030049 \n", + "4 0.130426 0.178491 0.205948 0.130426 ... 0.205948 \n", + "... ... ... ... ... ... ... \n", + "19826 0.160032 0.255826 0.227771 0.160032 ... 0.227771 \n", + "19827 0.123836 0.176984 0.253325 0.123836 ... 0.253325 \n", + "19828 0.169604 0.236894 0.225811 0.169604 ... 0.225811 \n", + "19829 0.002538 0.001113 0.001488 0.002538 ... 0.001488 \n", + "19830 0.156659 0.233696 0.207258 0.156659 ... 0.207258 \n", "\n", - " group3_rem_piml_EBM group3_rem_piml_EBM2 group5_rem_xgb2 \\\n", - "0 0.920389 0.136749 0.078326 \n", - "1 0.969301 0.053751 0.035825 \n", - "2 0.814272 0.182311 0.195332 \n", - "3 0.974559 0.004065 0.022765 \n", - "4 0.802908 0.211120 0.193035 \n", - "... ... ... ... \n", - "19826 0.792251 0.209322 0.235192 \n", - "19827 0.762946 0.206744 0.235832 \n", - "19828 0.747401 0.246610 0.208723 \n", - "19829 0.996455 0.000268 0.018702 \n", - "19830 0.811429 0.177857 0.215085 \n", + " group8_glm group8_mxgb group9_ebm group9_glm group9_mxgb \\\n", + "0 0.142090 0.078233 0.081364 0.142090 0.059522 \n", + "1 0.081674 0.022467 0.026177 0.081674 0.036210 \n", + "2 0.125823 0.179896 0.184662 0.125823 0.180734 \n", + "3 0.006973 0.010161 0.030049 0.006973 0.027677 \n", + "4 0.130426 0.214328 0.205948 0.130426 0.177813 \n", + "... ... ... ... ... ... \n", + "19826 0.160032 0.236099 0.227771 0.160032 0.274767 \n", + "19827 0.123836 0.255476 0.253325 0.123836 0.182039 \n", + "19828 0.169604 0.224857 0.225811 0.169604 0.212740 \n", + "19829 0.002538 0.001779 0.001488 0.002538 0.001323 \n", + "19830 0.156659 0.185213 0.207258 0.156659 0.259442 \n", "\n", - " group8_rem_ebm group9_rem_xgb ph_rem_ebm \n", - "0 0.223846 0.081792 0.219429 \n", - "1 0.053926 0.110702 0.053929 \n", - "2 0.143522 0.204048 0.133863 \n", - "3 0.009371 0.024038 0.014419 \n", - "4 0.151100 0.170243 0.156047 \n", - "... ... ... ... \n", - "19826 0.216720 0.181403 0.184214 \n", - "19827 0.161401 0.159468 0.141663 \n", - "19828 0.242814 0.138141 0.233266 \n", - "19829 0.005657 0.034570 0.009914 \n", - "19830 0.167812 0.177785 0.155447 \n", + " ph_best_moe ph_ebm ph_glm ph_mxgb \n", + "0 0.073803 0.082841 0.142090 0.059522 \n", + "1 0.028311 0.027079 0.081674 0.036210 \n", + "2 0.200144 0.190718 0.125823 0.180734 \n", + "3 0.008254 0.031069 0.006973 0.027677 \n", + "4 0.209376 0.210361 0.130426 0.177813 \n", + "... ... ... ... ... \n", + "19826 0.222673 0.231624 0.160032 0.274767 \n", + "19827 0.254699 0.254823 0.123836 0.182039 \n", + "19828 0.227556 0.220400 0.169604 0.212740 \n", + "19829 0.001639 0.000993 0.002538 0.001323 \n", + "19830 0.211435 0.222328 0.156659 0.259442 \n", "\n", - "[19831 rows x 11 columns]" + "[19831 rows x 37 columns]" ] }, - "execution_count": 3, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -365,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 13, "id": "2eb43506", "metadata": {}, "outputs": [], @@ -414,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 14, "id": "fae3756b", "metadata": {}, "outputs": [], @@ -463,7 +596,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 15, "id": "40fbe608", "metadata": {}, "outputs": [ @@ -490,24 +623,25 @@ " \n", " fold\n", " metric\n", - " group1_rem_ebm\n", - " group2_rem_ebm\n", - " group2_rem_ebm2\n", - " group3_rem_piml_EBM\n", - " group3_rem_piml_EBM2\n", - " group5_rem_xgb2\n", - " group8_rem_ebm\n", - " group9_rem_xgb\n", - " ph_rem_ebm\n", - " group1_rem_ebm_rank\n", - " group2_rem_ebm_rank\n", - " group2_rem_ebm2_rank\n", - " group3_rem_piml_EBM_rank\n", - " group3_rem_piml_EBM2_rank\n", - " group5_rem_xgb2_rank\n", - " group8_rem_ebm_rank\n", - " group9_rem_xgb_rank\n", - " ph_rem_ebm_rank\n", + " group1_ebm\n", + " group1_glm\n", + " group1_mxgb\n", + " group2_ebm\n", + " group2_glm\n", + " group2_mxgb\n", + " group3_ebm\n", + " group3_glm\n", + " ...\n", + " group8_ebm_rank\n", + " group8_glm_rank\n", + " group8_mxgb_rank\n", + " group9_ebm_rank\n", + " group9_glm_rank\n", + " group9_mxgb_rank\n", + " ph_best_moe_rank\n", + " ph_ebm_rank\n", + " ph_glm_rank\n", + " ph_mxgb_rank\n", " \n", " \n", " \n", @@ -515,116 +649,121 @@ " 0\n", " 0.0\n", " acc\n", - " 0.900\n", - " 0.901\n", " 0.901\n", " 0.900\n", - " 0.901\n", - " 0.901\n", + " 0.902\n", " 0.901\n", " 0.900\n", + " 0.902\n", " 0.901\n", - " 8.0\n", - " 3.5\n", - " 3.5\n", - " 8.0\n", - " 3.5\n", - " 3.5\n", - " 3.5\n", - " 8.0\n", - " 3.5\n", + " 0.900\n", + " ...\n", + " 16.0\n", + " 29.0\n", + " 16.0\n", + " 16.0\n", + " 29.0\n", + " 5.0\n", + " 29.0\n", + " 16.0\n", + " 29.0\n", + " 5.0\n", " \n", " \n", " 1\n", " 0.0\n", " auc\n", - " 0.781\n", - " 0.840\n", - " 0.840\n", - " 0.163\n", - " 0.821\n", - " 0.836\n", - " 0.793\n", - " 0.797\n", - " 0.791\n", - " 8.0\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", + " 0.839\n", + " 0.775\n", + " 0.812\n", + " 0.839\n", + " 0.775\n", + " 0.813\n", + " 0.839\n", + " 0.775\n", + " ...\n", " 6.0\n", - " 5.0\n", - " 7.0\n", + " 31.0\n", + " 1.0\n", + " 6.0\n", + " 31.0\n", + " 19.0\n", + " 11.0\n", + " 6.0\n", + " 31.0\n", + " 19.0\n", " \n", " \n", " 2\n", " 0.0\n", " f1\n", - " 0.347\n", - " 0.405\n", - " 0.405\n", - " 0.182\n", - " 0.381\n", - " 0.392\n", - " 0.342\n", - " 0.357\n", - " 0.347\n", - " 6.5\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", + " 0.404\n", + " 0.335\n", + " 0.376\n", + " 0.404\n", + " 0.335\n", + " 0.374\n", + " 0.404\n", + " 0.335\n", + " ...\n", + " 8.0\n", + " 31.0\n", " 3.0\n", " 8.0\n", - " 5.0\n", - " 6.5\n", + " 31.0\n", + " 17.5\n", + " 2.0\n", + " 1.0\n", + " 31.0\n", + " 17.5\n", " \n", " \n", " 3\n", " 0.0\n", " logloss\n", - " 0.280\n", " 0.251\n", + " 0.291\n", + " 0.264\n", + " 0.251\n", + " 0.291\n", + " 0.263\n", " 0.251\n", - " 3.257\n", - " 0.262\n", - " 0.254\n", - " 0.274\n", - " 0.277\n", - " 0.275\n", - " 8.0\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", - " 5.0\n", - " 7.0\n", + " 0.291\n", + " ...\n", " 6.0\n", + " 31.0\n", + " 1.0\n", + " 6.0\n", + " 31.0\n", + " 19.5\n", + " 11.5\n", + " 6.0\n", + " 31.0\n", + " 19.5\n", " \n", " \n", " 4\n", " 0.0\n", " mse\n", - " 0.082\n", " 0.077\n", + " 0.084\n", + " 0.078\n", " 0.077\n", - " 0.773\n", + " 0.084\n", " 0.078\n", " 0.077\n", - " 0.081\n", - " 0.081\n", - " 0.081\n", - " 8.0\n", - " 2.0\n", - " 2.0\n", - " 9.0\n", - " 4.0\n", - " 2.0\n", - " 6.0\n", - " 6.0\n", - " 6.0\n", + " 0.084\n", + " ...\n", + " 7.5\n", + " 31.0\n", + " 7.5\n", + " 7.5\n", + " 31.0\n", + " 19.0\n", + " 7.5\n", + " 7.5\n", + " 31.0\n", + " 19.0\n", " \n", " \n", " 5\n", @@ -638,108 +777,113 @@ " 0.906\n", " 0.906\n", " 0.906\n", - " 0.906\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", + " ...\n", + " 19.0\n", + " 19.0\n", + " 1.5\n", + " 19.0\n", + " 19.0\n", + " 19.0\n", + " 19.0\n", + " 19.0\n", + " 19.0\n", + " 19.0\n", " \n", " \n", " 6\n", " 1.0\n", " auc\n", - " 0.767\n", - " 0.828\n", - " 0.828\n", - " 0.172\n", - " 0.810\n", - " 0.822\n", - " 0.774\n", - " 0.779\n", - " 0.772\n", - " 8.0\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", - " 6.0\n", - " 5.0\n", - " 7.0\n", + " 0.829\n", + " 0.757\n", + " 0.793\n", + " 0.829\n", + " 0.757\n", + " 0.792\n", + " 0.829\n", + " 0.757\n", + " ...\n", + " 5.5\n", + " 31.0\n", + " 1.0\n", + " 5.5\n", + " 31.0\n", + " 21.5\n", + " 11.0\n", + " 11.0\n", + " 31.0\n", + " 21.5\n", " \n", " \n", " 7\n", " 1.0\n", " f1\n", - " 0.312\n", - " 0.368\n", - " 0.368\n", - " 0.172\n", - " 0.348\n", - " 0.360\n", - " 0.319\n", - " 0.329\n", - " 0.321\n", - " 8.0\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", + " 0.371\n", + " 0.302\n", + " 0.339\n", + " 0.371\n", + " 0.302\n", + " 0.342\n", + " 0.371\n", + " 0.302\n", + " ...\n", " 7.0\n", - " 5.0\n", - " 6.0\n", + " 31.0\n", + " 1.0\n", + " 7.0\n", + " 31.0\n", + " 22.0\n", + " 2.0\n", + " 11.5\n", + " 31.0\n", + " 22.0\n", " \n", " \n", " 8\n", " 1.0\n", " logloss\n", - " 0.272\n", " 0.246\n", + " 0.281\n", + " 0.263\n", " 0.246\n", - " 3.253\n", - " 0.258\n", - " 0.250\n", - " 0.270\n", - " 0.271\n", - " 0.272\n", - " 7.5\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", - " 5.0\n", - " 6.0\n", - " 7.5\n", + " 0.281\n", + " 0.264\n", + " 0.246\n", + " 0.281\n", + " ...\n", + " 6.5\n", + " 31.0\n", + " 1.0\n", + " 6.5\n", + " 31.0\n", + " 21.5\n", + " 6.5\n", + " 6.5\n", + " 31.0\n", + " 21.5\n", " \n", " \n", " 9\n", " 1.0\n", " mse\n", - " 0.079\n", " 0.074\n", + " 0.080\n", + " 0.078\n", " 0.074\n", - " 0.778\n", - " 0.077\n", - " 0.075\n", - " 0.079\n", + " 0.080\n", " 0.078\n", - " 0.079\n", - " 7.0\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", - " 7.0\n", - " 5.0\n", - " 7.0\n", + " 0.074\n", + " 0.080\n", + " ...\n", + " 6.0\n", + " 30.0\n", + " 6.0\n", + " 6.0\n", + " 30.0\n", + " 20.5\n", + " 6.0\n", + " 6.0\n", + " 30.0\n", + " 20.5\n", " \n", " \n", " 10\n", @@ -750,111 +894,116 @@ " 0.908\n", " 0.908\n", " 0.908\n", - " 0.910\n", " 0.908\n", " 0.908\n", - " 0.909\n", - " 6.0\n", - " 6.0\n", - " 6.0\n", - " 6.0\n", - " 6.0\n", - " 1.0\n", - " 6.0\n", - " 6.0\n", - " 2.0\n", + " 0.908\n", + " ...\n", + " 19.5\n", + " 19.5\n", + " 1.5\n", + " 19.5\n", + " 19.5\n", + " 19.5\n", + " 1.5\n", + " 19.5\n", + " 19.5\n", + " 19.5\n", " \n", " \n", " 11\n", " 2.0\n", " auc\n", - " 0.759\n", - " 0.825\n", - " 0.825\n", - " 0.175\n", - " 0.815\n", - " 0.826\n", - " 0.781\n", - " 0.772\n", - " 0.780\n", - " 8.0\n", - " 2.5\n", - " 2.5\n", - " 9.0\n", - " 4.0\n", + " 0.827\n", + " 0.763\n", + " 0.796\n", + " 0.827\n", + " 0.763\n", + " 0.798\n", + " 0.827\n", + " 0.763\n", + " ...\n", + " 6.5\n", + " 30.0\n", " 1.0\n", - " 5.0\n", - " 7.0\n", - " 6.0\n", + " 6.5\n", + " 30.0\n", + " 21.5\n", + " 6.5\n", + " 12.0\n", + " 30.0\n", + " 21.5\n", " \n", " \n", " 12\n", " 2.0\n", " f1\n", - " 0.304\n", - " 0.372\n", - " 0.372\n", - " 0.169\n", - " 0.354\n", - " 0.371\n", - " 0.315\n", - " 0.320\n", - " 0.323\n", - " 8.0\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", + " 0.376\n", + " 0.312\n", + " 0.345\n", + " 0.376\n", + " 0.312\n", + " 0.352\n", + " 0.376\n", + " 0.312\n", + " ...\n", " 4.0\n", - " 3.0\n", - " 7.0\n", - " 6.0\n", - " 5.0\n", + " 31.0\n", + " 10.5\n", + " 4.0\n", + " 31.0\n", + " 22.0\n", + " 14.0\n", + " 8.5\n", + " 31.0\n", + " 22.0\n", " \n", " \n", " 13\n", " 2.0\n", " logloss\n", - " 0.271\n", - " 0.246\n", - " 0.246\n", - " 3.284\n", - " 0.251\n", " 0.245\n", - " 0.264\n", - " 0.271\n", - " 0.264\n", + " 0.279\n", + " 0.260\n", + " 0.245\n", + " 0.279\n", + " 0.259\n", + " 0.245\n", + " 0.279\n", + " ...\n", " 7.5\n", - " 2.5\n", - " 2.5\n", - " 9.0\n", - " 4.0\n", + " 30.0\n", + " 2.0\n", + " 7.5\n", + " 30.0\n", + " 20.5\n", " 1.0\n", - " 5.5\n", " 7.5\n", - " 5.5\n", + " 30.0\n", + " 20.5\n", " \n", " \n", " 14\n", " 2.0\n", " mse\n", - " 0.078\n", - " 0.073\n", - " 0.073\n", - " 0.781\n", - " 0.074\n", " 0.073\n", + " 0.079\n", " 0.076\n", - " 0.077\n", + " 0.073\n", + " 0.079\n", " 0.076\n", - " 8.0\n", - " 2.0\n", - " 2.0\n", - " 9.0\n", - " 4.0\n", - " 2.0\n", - " 5.5\n", - " 7.0\n", - " 5.5\n", + " 0.073\n", + " 0.079\n", + " ...\n", + " 8.5\n", + " 30.0\n", + " 1.5\n", + " 8.5\n", + " 30.0\n", + " 21.5\n", + " 1.5\n", + " 8.5\n", + " 30.0\n", + " 21.5\n", " \n", " \n", " 15\n", @@ -868,393 +1017,352 @@ " 0.903\n", " 0.903\n", " 0.903\n", - " 0.903\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", - " 5.0\n", + " ...\n", + " 20.0\n", + " 20.0\n", + " 2.5\n", + " 20.0\n", + " 20.0\n", + " 20.0\n", + " 2.5\n", + " 2.5\n", + " 20.0\n", + " 20.0\n", " \n", " \n", " 16\n", " 3.0\n", " auc\n", - " 0.772\n", " 0.826\n", + " 0.755\n", + " 0.794\n", " 0.826\n", - " 0.174\n", - " 0.809\n", - " 0.823\n", - " 0.775\n", - " 0.786\n", - " 0.772\n", - " 7.5\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", + " 0.755\n", + " 0.795\n", + " 0.826\n", + " 0.755\n", + " ...\n", " 6.0\n", - " 5.0\n", - " 7.5\n", + " 31.0\n", + " 6.0\n", + " 6.0\n", + " 31.0\n", + " 20.5\n", + " 13.0\n", + " 1.0\n", + " 31.0\n", + " 20.5\n", " \n", " \n", " 17\n", " 3.0\n", " f1\n", - " 0.317\n", - " 0.371\n", - " 0.371\n", - " 0.177\n", - " 0.361\n", - " 0.365\n", - " 0.328\n", - " 0.343\n", - " 0.323\n", - " 8.0\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", - " 6.0\n", - " 5.0\n", - " 7.0\n", + " 0.373\n", + " 0.307\n", + " 0.340\n", + " 0.373\n", + " 0.307\n", + " 0.348\n", + " 0.373\n", + " 0.307\n", + " ...\n", + " 4.5\n", + " 31.0\n", + " 10.0\n", + " 4.5\n", + " 31.0\n", + " 20.5\n", + " 11.5\n", + " 4.5\n", + " 31.0\n", + " 20.5\n", " \n", " \n", " 18\n", " 3.0\n", " logloss\n", - " 0.276\n", - " 0.252\n", - " 0.252\n", - " 3.254\n", - " 0.262\n", - " 0.253\n", - " 0.275\n", - " 0.275\n", - " 0.276\n", - " 7.5\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", + " 0.251\n", + " 0.288\n", + " 0.268\n", + " 0.251\n", + " 0.288\n", + " 0.268\n", + " 0.251\n", + " 0.288\n", + " ...\n", " 5.5\n", + " 31.0\n", " 5.5\n", - " 7.5\n", + " 5.5\n", + " 31.0\n", + " 21.5\n", + " 12.0\n", + " 5.5\n", + " 31.0\n", + " 21.5\n", " \n", " \n", " 19\n", " 3.0\n", " mse\n", - " 0.081\n", - " 0.077\n", " 0.077\n", - " 0.775\n", - " 0.079\n", - " 0.077\n", - " 0.080\n", + " 0.082\n", " 0.080\n", + " 0.077\n", + " 0.082\n", " 0.080\n", - " 8.0\n", - " 2.0\n", - " 2.0\n", - " 9.0\n", - " 4.0\n", - " 2.0\n", - " 6.0\n", - " 6.0\n", - " 6.0\n", + " 0.077\n", + " 0.082\n", + " ...\n", + " 7.5\n", + " 30.0\n", + " 7.5\n", + " 7.5\n", + " 30.0\n", + " 21.5\n", + " 7.5\n", + " 7.5\n", + " 30.0\n", + " 21.5\n", " \n", " \n", " 20\n", " 4.0\n", " acc\n", - " 0.895\n", - " 0.897\n", " 0.897\n", " 0.895\n", " 0.895\n", - " 0.898\n", + " 0.897\n", + " 0.895\n", " 0.895\n", - " 0.896\n", + " 0.897\n", " 0.895\n", + " ...\n", " 7.0\n", - " 2.5\n", - " 2.5\n", + " 27.0\n", " 7.0\n", " 7.0\n", - " 1.0\n", + " 27.0\n", + " 16.0\n", " 7.0\n", - " 4.0\n", " 7.0\n", + " 27.0\n", + " 16.0\n", " \n", " \n", " 21\n", " 4.0\n", " auc\n", - " 0.754\n", " 0.831\n", + " 0.776\n", + " 0.806\n", + " 0.831\n", + " 0.776\n", + " 0.803\n", " 0.831\n", - " 0.170\n", - " 0.818\n", - " 0.828\n", - " 0.785\n", - " 0.779\n", - " 0.782\n", + " 0.776\n", + " ...\n", " 8.0\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", - " 5.0\n", - " 7.0\n", - " 6.0\n", + " 30.0\n", + " 1.0\n", + " 8.0\n", + " 30.0\n", + " 18.5\n", + " 2.0\n", + " 8.0\n", + " 30.0\n", + " 18.5\n", " \n", " \n", " 22\n", " 4.0\n", " f1\n", - " 0.323\n", - " 0.401\n", - " 0.401\n", - " 0.190\n", - " 0.404\n", - " 0.397\n", - " 0.364\n", - " 0.354\n", - " 0.362\n", - " 8.0\n", - " 2.5\n", - " 2.5\n", - " 9.0\n", - " 1.0\n", - " 4.0\n", - " 5.0\n", + " 0.403\n", + " 0.358\n", + " 0.376\n", + " 0.403\n", + " 0.358\n", + " 0.371\n", + " 0.403\n", + " 0.358\n", + " ...\n", " 7.0\n", - " 6.0\n", + " 30.0\n", + " 3.0\n", + " 7.0\n", + " 30.0\n", + " 18.5\n", + " 2.0\n", + " 11.0\n", + " 30.0\n", + " 18.5\n", " \n", " \n", " 23\n", " 4.0\n", " logloss\n", - " 0.296\n", " 0.263\n", + " 0.300\n", + " 0.276\n", " 0.263\n", - " 3.200\n", - " 0.273\n", - " 0.266\n", - " 0.286\n", - " 0.291\n", - " 0.287\n", - " 8.0\n", - " 1.5\n", - " 1.5\n", - " 9.0\n", - " 4.0\n", - " 3.0\n", - " 5.0\n", + " 0.300\n", + " 0.277\n", + " 0.263\n", + " 0.300\n", + " ...\n", " 7.0\n", - " 6.0\n", + " 30.0\n", + " 1.0\n", + " 7.0\n", + " 30.0\n", + " 17.5\n", + " 2.0\n", + " 7.0\n", + " 30.0\n", + " 17.5\n", " \n", " \n", " 24\n", " 4.0\n", " mse\n", - " 0.087\n", - " 0.080\n", " 0.080\n", - " 0.771\n", + " 0.087\n", " 0.082\n", " 0.080\n", - " 0.084\n", - " 0.086\n", - " 0.084\n", - " 8.0\n", - " 2.0\n", - " 2.0\n", - " 9.0\n", - " 4.0\n", - " 2.0\n", - " 5.5\n", - " 7.0\n", - " 5.5\n", + " 0.087\n", + " 0.083\n", + " 0.080\n", + " 0.087\n", + " ...\n", + " 8.5\n", + " 30.0\n", + " 1.5\n", + " 8.5\n", + " 30.0\n", + " 18.0\n", + " 1.5\n", + " 8.5\n", + " 30.0\n", + " 18.0\n", " \n", " \n", "\n", + "

25 rows × 72 columns

\n", "" ], "text/plain": [ - " fold metric group1_rem_ebm group2_rem_ebm group2_rem_ebm2 \\\n", - "0 0.0 acc 0.900 0.901 0.901 \n", - "1 0.0 auc 0.781 0.840 0.840 \n", - "2 0.0 f1 0.347 0.405 0.405 \n", - "3 0.0 logloss 0.280 0.251 0.251 \n", - "4 0.0 mse 0.082 0.077 0.077 \n", - "5 1.0 acc 0.906 0.906 0.906 \n", - "6 1.0 auc 0.767 0.828 0.828 \n", - "7 1.0 f1 0.312 0.368 0.368 \n", - "8 1.0 logloss 0.272 0.246 0.246 \n", - "9 1.0 mse 0.079 0.074 0.074 \n", - "10 2.0 acc 0.908 0.908 0.908 \n", - "11 2.0 auc 0.759 0.825 0.825 \n", - "12 2.0 f1 0.304 0.372 0.372 \n", - "13 2.0 logloss 0.271 0.246 0.246 \n", - "14 2.0 mse 0.078 0.073 0.073 \n", - "15 3.0 acc 0.903 0.903 0.903 \n", - "16 3.0 auc 0.772 0.826 0.826 \n", - "17 3.0 f1 0.317 0.371 0.371 \n", - "18 3.0 logloss 0.276 0.252 0.252 \n", - "19 3.0 mse 0.081 0.077 0.077 \n", - "20 4.0 acc 0.895 0.897 0.897 \n", - "21 4.0 auc 0.754 0.831 0.831 \n", - "22 4.0 f1 0.323 0.401 0.401 \n", - "23 4.0 logloss 0.296 0.263 0.263 \n", - "24 4.0 mse 0.087 0.080 0.080 \n", + " fold metric group1_ebm group1_glm group1_mxgb group2_ebm \\\n", + "0 0.0 acc 0.901 0.900 0.902 0.901 \n", + "1 0.0 auc 0.839 0.775 0.812 0.839 \n", + "2 0.0 f1 0.404 0.335 0.376 0.404 \n", + "3 0.0 logloss 0.251 0.291 0.264 0.251 \n", + "4 0.0 mse 0.077 0.084 0.078 0.077 \n", + "5 1.0 acc 0.906 0.906 0.906 0.906 \n", + "6 1.0 auc 0.829 0.757 0.793 0.829 \n", + "7 1.0 f1 0.371 0.302 0.339 0.371 \n", + "8 1.0 logloss 0.246 0.281 0.263 0.246 \n", + "9 1.0 mse 0.074 0.080 0.078 0.074 \n", + "10 2.0 acc 0.908 0.908 0.908 0.908 \n", + "11 2.0 auc 0.827 0.763 0.796 0.827 \n", + "12 2.0 f1 0.376 0.312 0.345 0.376 \n", + "13 2.0 logloss 0.245 0.279 0.260 0.245 \n", + "14 2.0 mse 0.073 0.079 0.076 0.073 \n", + "15 3.0 acc 0.903 0.903 0.903 0.903 \n", + "16 3.0 auc 0.826 0.755 0.794 0.826 \n", + "17 3.0 f1 0.373 0.307 0.340 0.373 \n", + "18 3.0 logloss 0.251 0.288 0.268 0.251 \n", + "19 3.0 mse 0.077 0.082 0.080 0.077 \n", + "20 4.0 acc 0.897 0.895 0.895 0.897 \n", + "21 4.0 auc 0.831 0.776 0.806 0.831 \n", + "22 4.0 f1 0.403 0.358 0.376 0.403 \n", + "23 4.0 logloss 0.263 0.300 0.276 0.263 \n", + "24 4.0 mse 0.080 0.087 0.082 0.080 \n", "\n", - " group3_rem_piml_EBM group3_rem_piml_EBM2 group5_rem_xgb2 \\\n", - "0 0.900 0.901 0.901 \n", - "1 0.163 0.821 0.836 \n", - "2 0.182 0.381 0.392 \n", - "3 3.257 0.262 0.254 \n", - "4 0.773 0.078 0.077 \n", - "5 0.906 0.906 0.906 \n", - "6 0.172 0.810 0.822 \n", - "7 0.172 0.348 0.360 \n", - "8 3.253 0.258 0.250 \n", - "9 0.778 0.077 0.075 \n", - "10 0.908 0.908 0.910 \n", - "11 0.175 0.815 0.826 \n", - "12 0.169 0.354 0.371 \n", - "13 3.284 0.251 0.245 \n", - "14 0.781 0.074 0.073 \n", - "15 0.903 0.903 0.903 \n", - "16 0.174 0.809 0.823 \n", - "17 0.177 0.361 0.365 \n", - "18 3.254 0.262 0.253 \n", - "19 0.775 0.079 0.077 \n", - "20 0.895 0.895 0.898 \n", - "21 0.170 0.818 0.828 \n", - "22 0.190 0.404 0.397 \n", - "23 3.200 0.273 0.266 \n", - "24 0.771 0.082 0.080 \n", + " group2_glm group2_mxgb group3_ebm group3_glm ... group8_ebm_rank \\\n", + "0 0.900 0.902 0.901 0.900 ... 16.0 \n", + "1 0.775 0.813 0.839 0.775 ... 6.0 \n", + "2 0.335 0.374 0.404 0.335 ... 8.0 \n", + "3 0.291 0.263 0.251 0.291 ... 6.0 \n", + "4 0.084 0.078 0.077 0.084 ... 7.5 \n", + "5 0.906 0.906 0.906 0.906 ... 19.0 \n", + "6 0.757 0.792 0.829 0.757 ... 5.5 \n", + "7 0.302 0.342 0.371 0.302 ... 7.0 \n", + "8 0.281 0.264 0.246 0.281 ... 6.5 \n", + "9 0.080 0.078 0.074 0.080 ... 6.0 \n", + "10 0.908 0.908 0.908 0.908 ... 19.5 \n", + "11 0.763 0.798 0.827 0.763 ... 6.5 \n", + "12 0.312 0.352 0.376 0.312 ... 4.0 \n", + "13 0.279 0.259 0.245 0.279 ... 7.5 \n", + "14 0.079 0.076 0.073 0.079 ... 8.5 \n", + "15 0.903 0.903 0.903 0.903 ... 20.0 \n", + "16 0.755 0.795 0.826 0.755 ... 6.0 \n", + "17 0.307 0.348 0.373 0.307 ... 4.5 \n", + "18 0.288 0.268 0.251 0.288 ... 5.5 \n", + "19 0.082 0.080 0.077 0.082 ... 7.5 \n", + "20 0.895 0.895 0.897 0.895 ... 7.0 \n", + "21 0.776 0.803 0.831 0.776 ... 8.0 \n", + "22 0.358 0.371 0.403 0.358 ... 7.0 \n", + "23 0.300 0.277 0.263 0.300 ... 7.0 \n", + "24 0.087 0.083 0.080 0.087 ... 8.5 \n", "\n", - " group8_rem_ebm group9_rem_xgb ph_rem_ebm group1_rem_ebm_rank \\\n", - "0 0.901 0.900 0.901 8.0 \n", - "1 0.793 0.797 0.791 8.0 \n", - "2 0.342 0.357 0.347 6.5 \n", - "3 0.274 0.277 0.275 8.0 \n", - "4 0.081 0.081 0.081 8.0 \n", - "5 0.906 0.906 0.906 5.0 \n", - "6 0.774 0.779 0.772 8.0 \n", - "7 0.319 0.329 0.321 8.0 \n", - "8 0.270 0.271 0.272 7.5 \n", - "9 0.079 0.078 0.079 7.0 \n", - "10 0.908 0.908 0.909 6.0 \n", - "11 0.781 0.772 0.780 8.0 \n", - "12 0.315 0.320 0.323 8.0 \n", - "13 0.264 0.271 0.264 7.5 \n", - "14 0.076 0.077 0.076 8.0 \n", - "15 0.903 0.903 0.903 5.0 \n", - "16 0.775 0.786 0.772 7.5 \n", - "17 0.328 0.343 0.323 8.0 \n", - "18 0.275 0.275 0.276 7.5 \n", - "19 0.080 0.080 0.080 8.0 \n", - "20 0.895 0.896 0.895 7.0 \n", - "21 0.785 0.779 0.782 8.0 \n", - "22 0.364 0.354 0.362 8.0 \n", - "23 0.286 0.291 0.287 8.0 \n", - "24 0.084 0.086 0.084 8.0 \n", + " group8_glm_rank group8_mxgb_rank group9_ebm_rank group9_glm_rank \\\n", + "0 29.0 16.0 16.0 29.0 \n", + "1 31.0 1.0 6.0 31.0 \n", + "2 31.0 3.0 8.0 31.0 \n", + "3 31.0 1.0 6.0 31.0 \n", + "4 31.0 7.5 7.5 31.0 \n", + "5 19.0 1.5 19.0 19.0 \n", + "6 31.0 1.0 5.5 31.0 \n", + "7 31.0 1.0 7.0 31.0 \n", + "8 31.0 1.0 6.5 31.0 \n", + "9 30.0 6.0 6.0 30.0 \n", + "10 19.5 1.5 19.5 19.5 \n", + "11 30.0 1.0 6.5 30.0 \n", + "12 31.0 10.5 4.0 31.0 \n", + "13 30.0 2.0 7.5 30.0 \n", + "14 30.0 1.5 8.5 30.0 \n", + "15 20.0 2.5 20.0 20.0 \n", + "16 31.0 6.0 6.0 31.0 \n", + "17 31.0 10.0 4.5 31.0 \n", + "18 31.0 5.5 5.5 31.0 \n", + "19 30.0 7.5 7.5 30.0 \n", + "20 27.0 7.0 7.0 27.0 \n", + "21 30.0 1.0 8.0 30.0 \n", + "22 30.0 3.0 7.0 30.0 \n", + "23 30.0 1.0 7.0 30.0 \n", + "24 30.0 1.5 8.5 30.0 \n", "\n", - " group2_rem_ebm_rank group2_rem_ebm2_rank group3_rem_piml_EBM_rank \\\n", - "0 3.5 3.5 8.0 \n", - "1 1.5 1.5 9.0 \n", - "2 1.5 1.5 9.0 \n", - "3 1.5 1.5 9.0 \n", - "4 2.0 2.0 9.0 \n", - "5 5.0 5.0 5.0 \n", - "6 1.5 1.5 9.0 \n", - "7 1.5 1.5 9.0 \n", - "8 1.5 1.5 9.0 \n", - "9 1.5 1.5 9.0 \n", - "10 6.0 6.0 6.0 \n", - "11 2.5 2.5 9.0 \n", - "12 1.5 1.5 9.0 \n", - "13 2.5 2.5 9.0 \n", - "14 2.0 2.0 9.0 \n", - "15 5.0 5.0 5.0 \n", - "16 1.5 1.5 9.0 \n", - "17 1.5 1.5 9.0 \n", - "18 1.5 1.5 9.0 \n", - "19 2.0 2.0 9.0 \n", - "20 2.5 2.5 7.0 \n", - "21 1.5 1.5 9.0 \n", - "22 2.5 2.5 9.0 \n", - "23 1.5 1.5 9.0 \n", - "24 2.0 2.0 9.0 \n", + " group9_mxgb_rank ph_best_moe_rank ph_ebm_rank ph_glm_rank ph_mxgb_rank \n", + "0 5.0 29.0 16.0 29.0 5.0 \n", + "1 19.0 11.0 6.0 31.0 19.0 \n", + "2 17.5 2.0 1.0 31.0 17.5 \n", + "3 19.5 11.5 6.0 31.0 19.5 \n", + "4 19.0 7.5 7.5 31.0 19.0 \n", + "5 19.0 19.0 19.0 19.0 19.0 \n", + "6 21.5 11.0 11.0 31.0 21.5 \n", + "7 22.0 2.0 11.5 31.0 22.0 \n", + "8 21.5 6.5 6.5 31.0 21.5 \n", + "9 20.5 6.0 6.0 30.0 20.5 \n", + "10 19.5 1.5 19.5 19.5 19.5 \n", + "11 21.5 6.5 12.0 30.0 21.5 \n", + "12 22.0 14.0 8.5 31.0 22.0 \n", + "13 20.5 1.0 7.5 30.0 20.5 \n", + "14 21.5 1.5 8.5 30.0 21.5 \n", + "15 20.0 2.5 2.5 20.0 20.0 \n", + "16 20.5 13.0 1.0 31.0 20.5 \n", + "17 20.5 11.5 4.5 31.0 20.5 \n", + "18 21.5 12.0 5.5 31.0 21.5 \n", + "19 21.5 7.5 7.5 30.0 21.5 \n", + "20 16.0 7.0 7.0 27.0 16.0 \n", + "21 18.5 2.0 8.0 30.0 18.5 \n", + "22 18.5 2.0 11.0 30.0 18.5 \n", + "23 17.5 2.0 7.0 30.0 17.5 \n", + "24 18.0 1.5 8.5 30.0 18.0 \n", "\n", - " group3_rem_piml_EBM2_rank group5_rem_xgb2_rank group8_rem_ebm_rank \\\n", - "0 3.5 3.5 3.5 \n", - "1 4.0 3.0 6.0 \n", - "2 4.0 3.0 8.0 \n", - "3 4.0 3.0 5.0 \n", - "4 4.0 2.0 6.0 \n", - "5 5.0 5.0 5.0 \n", - "6 4.0 3.0 6.0 \n", - "7 4.0 3.0 7.0 \n", - "8 4.0 3.0 5.0 \n", - "9 4.0 3.0 7.0 \n", - "10 6.0 1.0 6.0 \n", - "11 4.0 1.0 5.0 \n", - "12 4.0 3.0 7.0 \n", - "13 4.0 1.0 5.5 \n", - "14 4.0 2.0 5.5 \n", - "15 5.0 5.0 5.0 \n", - "16 4.0 3.0 6.0 \n", - "17 4.0 3.0 6.0 \n", - "18 4.0 3.0 5.5 \n", - "19 4.0 2.0 6.0 \n", - "20 7.0 1.0 7.0 \n", - "21 4.0 3.0 5.0 \n", - "22 1.0 4.0 5.0 \n", - "23 4.0 3.0 5.0 \n", - "24 4.0 2.0 5.5 \n", - "\n", - " group9_rem_xgb_rank ph_rem_ebm_rank \n", - "0 8.0 3.5 \n", - "1 5.0 7.0 \n", - "2 5.0 6.5 \n", - "3 7.0 6.0 \n", - "4 6.0 6.0 \n", - "5 5.0 5.0 \n", - "6 5.0 7.0 \n", - "7 5.0 6.0 \n", - "8 6.0 7.5 \n", - "9 5.0 7.0 \n", - "10 6.0 2.0 \n", - "11 7.0 6.0 \n", - "12 6.0 5.0 \n", - "13 7.5 5.5 \n", - "14 7.0 5.5 \n", - "15 5.0 5.0 \n", - "16 5.0 7.5 \n", - "17 5.0 7.0 \n", - "18 5.5 7.5 \n", - "19 6.0 6.0 \n", - "20 4.0 7.0 \n", - "21 7.0 6.0 \n", - "22 7.0 6.0 \n", - "23 7.0 6.0 \n", - "24 7.0 5.5 " + "[25 rows x 72 columns]" ] }, - "execution_count": 6, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1362,26 +1470,52 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "id": "f8ff5fa5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "group2_rem_ebm_rank 2.28\n", - "group2_rem_ebm2_rank 2.28\n", - "group5_rem_xgb2_rank 2.74\n", - "group3_rem_piml_EBM2_rank 4.14\n", - "group8_rem_ebm_rank 5.74\n", - "group9_rem_xgb_rank 5.96\n", - "ph_rem_ebm_rank 5.96\n", - "group1_rem_ebm_rank 7.46\n", - "group3_rem_piml_EBM_rank 8.44\n", + "group8_mxgb_rank 4.02\n", + "ph_best_moe_rank 7.64\n", + "ph_ebm_rank 8.36\n", + "group1_ebm_rank 8.58\n", + "group5_ebm_rank 8.58\n", + "group3_ebm_rank 8.58\n", + "group8_ebm_rank 8.58\n", + "group2_ebm_rank 8.58\n", + "group9_ebm_rank 8.58\n", + "group7_ebm_rank 8.58\n", + "group6_ebm_rank 8.82\n", + "group7_mxgb2_rank 9.96\n", + "group6_piml_ebm_rank 12.94\n", + "group7_piml_ebm_rank 12.94\n", + "group7_piml_reludnn_rank 16.70\n", + "group7_piml_gaminet_rank 18.96\n", + "group9_mxgb_rank 19.28\n", + "ph_mxgb_rank 19.28\n", + "group3_mxgb_rank 19.28\n", + "group5_mxgb_rank 19.30\n", + "group6_mxgb_rank 20.40\n", + "group2_mxgb_rank 20.40\n", + "group1_mxgb_rank 20.60\n", + "group7_mxgb_rank 20.60\n", + "group6_piml_reludnn_rank 20.66\n", + "group6_piml_gaminet_rank 28.62\n", + "ph_glm_rank 29.02\n", + "group3_glm_rank 29.02\n", + "group6_glm_rank 29.02\n", + "group9_glm_rank 29.02\n", + "group2_glm_rank 29.02\n", + "group7_glm_rank 29.02\n", + "group1_glm_rank 29.02\n", + "group5_glm_rank 29.02\n", + "group8_glm_rank 29.02\n", "dtype: float64" ] }, - "execution_count": 8, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1389,11 +1523,19 @@ "source": [ "eval_frame[[name for name in eval_frame.columns if name.endswith('rank')]].mean().sort_values()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2b72da56", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -1407,7 +1549,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.6.15" } }, "nbformat": 4, diff --git a/assignments/model_eval_2024_09_04_21_10_51.csv b/assignments/model_eval_2024_09_04_21_10_51.csv new file mode 100644 index 0000000..b08372c --- /dev/null +++ b/assignments/model_eval_2024_09_04_21_10_51.csv @@ -0,0 +1,26 @@ +fold,metric,group1_ebm,group1_glm,group1_mxgb,group2_ebm,group2_glm,group2_mxgb,group3_ebm,group3_glm,group3_mxgb,group5_ebm,group5_glm,group5_mxgb,group6_ebm,group6_glm,group6_mxgb,group6_piml_ebm,group6_piml_gaminet,group6_piml_reludnn,group7_ebm,group7_glm,group7_mxgb,group7_mxgb2,group7_piml_ebm,group7_piml_gaminet,group7_piml_reludnn,group8_ebm,group8_glm,group8_mxgb,group9_ebm,group9_glm,group9_mxgb,ph_ebm,ph_glm,ph_mxgb,group1_ebm_rank,group1_glm_rank,group1_mxgb_rank,group2_ebm_rank,group2_glm_rank,group2_mxgb_rank,group3_ebm_rank,group3_glm_rank,group3_mxgb_rank,group5_ebm_rank,group5_glm_rank,group5_mxgb_rank,group6_ebm_rank,group6_glm_rank,group6_mxgb_rank,group6_piml_ebm_rank,group6_piml_gaminet_rank,group6_piml_reludnn_rank,group7_ebm_rank,group7_glm_rank,group7_mxgb_rank,group7_mxgb2_rank,group7_piml_ebm_rank,group7_piml_gaminet_rank,group7_piml_reludnn_rank,group8_ebm_rank,group8_glm_rank,group8_mxgb_rank,group9_ebm_rank,group9_glm_rank,group9_mxgb_rank,ph_ebm_rank,ph_glm_rank,ph_mxgb_rank 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title={{Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile}}, author={NIST, AI}, year={2024}, - publisher={NIST, Gaithersburg, MD, USA}, + publisher={NIST, Gaithersburg MD}, note={URL: \url{https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.600-1.pdf}} } +@inproceedings{li2024task, + title={{Task Contamination: Language Models May Not be Few-shot Anymore}}, + author={Li, Changmao and Flanigan, Jeffrey}, + booktitle={Proceedings of the AAAI Conference on Artificial Intelligence}, + volume={38}, + number={16}, + pages={18471--18480}, + year={2024}, + note={URL: \url{https://ojs.aaai.org/index.php/AAAI/article/view/29808}} +} + @article{hasan2022algorithmic, title={Algorithmic {B}ias and {R}isk {A}ssessments: {L}essons from {P}ractice}, author={Hasan, Ali and Brown, Shea and Davidovic, Jovana and Lange, Benjamin and Regan, Mitt}, diff --git a/tex/lecture_7.pdf b/tex/lecture_7.pdf index 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