From 1b84a5c6cc7d4057858bf765f5a143a2310bbec6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?L=C3=A9o=20Bouscarrat?= <leo.bouscarrat@euranova.eu>
Date: Thu, 5 Mar 2020 16:26:08 +0100
Subject: [PATCH] Re adding the optimal hyperparameters as I have deleted them
by mistake. This time for real.
---
experiments/boston/stage1/params.json | 28 +++++++++++++++++++
experiments/breast_cancer/stage1/params.json | 28 +++++++++++++++++++
.../california_housing/stage1/params.json | 16 +++++++++++
experiments/diabetes/stage1/params.json | 28 +++++++++++++++++++
experiments/diamonds/stage1/params.json | 28 +++++++++++++++++++
experiments/digits/stage1/params.json | 18 ++++++++++++
experiments/iris/stage1/params.json | 28 +++++++++++++++++++
experiments/lfw_pairs/stage1/params.json | 16 +++++++++++
experiments/linnerud/stage1/params.json | 28 +++++++++++++++++++
experiments/olivetti_faces/stage1/params.json | 28 +++++++++++++++++++
experiments/wine/stage1/params.json | 28 +++++++++++++++++++
11 files changed, 274 insertions(+)
create mode 100644 experiments/boston/stage1/params.json
create mode 100644 experiments/breast_cancer/stage1/params.json
create mode 100644 experiments/california_housing/stage1/params.json
create mode 100644 experiments/diabetes/stage1/params.json
create mode 100644 experiments/diamonds/stage1/params.json
create mode 100644 experiments/digits/stage1/params.json
create mode 100644 experiments/iris/stage1/params.json
create mode 100644 experiments/lfw_pairs/stage1/params.json
create mode 100644 experiments/linnerud/stage1/params.json
create mode 100644 experiments/olivetti_faces/stage1/params.json
create mode 100644 experiments/wine/stage1/params.json
diff --git a/experiments/boston/stage1/params.json b/experiments/boston/stage1/params.json
new file mode 100644
index 0000000..8b530a1
--- /dev/null
+++ b/experiments/boston/stage1/params.json
@@ -0,0 +1,28 @@
+{
+ "scorer": "neg_mean_squared_error",
+ "best_score_train": -13.33228274304088,
+ "best_score_test": -13.650326577972058,
+ "best_parameters": {
+ "max_features": "auto",
+ "min_samples_leaf": 1,
+ "max_depth": 20,
+ "n_estimators": 1000
+ },
+ "random_seed": [
+ 1812,
+ 1844,
+ 1376,
+ 383,
+ 310,
+ 1620,
+ 54,
+ 1502,
+ 324,
+ 1536,
+ 1202,
+ 1069,
+ 645,
+ 1706,
+ 423
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage1/params.json b/experiments/breast_cancer/stage1/params.json
new file mode 100644
index 0000000..d2bca84
--- /dev/null
+++ b/experiments/breast_cancer/stage1/params.json
@@ -0,0 +1,28 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.9562271062271059,
+ "best_score_test": 0.9514619883040936,
+ "best_parameters": {
+ "max_depth": 20,
+ "min_samples_leaf": 1,
+ "n_estimators": 1000,
+ "max_features": "log2"
+ },
+ "random_seed": [
+ 1505,
+ 5,
+ 484,
+ 284,
+ 289,
+ 1014,
+ 1752,
+ 497,
+ 1350,
+ 781,
+ 408,
+ 256,
+ 1494,
+ 1940,
+ 842
+ ]
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/params.json b/experiments/california_housing/stage1/params.json
new file mode 100644
index 0000000..617c93c
--- /dev/null
+++ b/experiments/california_housing/stage1/params.json
@@ -0,0 +1,16 @@
+{
+ "scorer": "neg_mean_squared_error",
+ "best_score_train": -0.2535049905518054,
+ "best_score_test": -0.24128661227361273,
+ "best_parameters": {
+ "max_features": "log2",
+ "min_samples_leaf": 1,
+ "n_estimators": 1000,
+ "max_depth": 18
+ },
+ "random_seed": [
+ 1012,
+ 529,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage1/params.json b/experiments/diabetes/stage1/params.json
new file mode 100644
index 0000000..2ade87a
--- /dev/null
+++ b/experiments/diabetes/stage1/params.json
@@ -0,0 +1,28 @@
+{
+ "scorer": "neg_mean_squared_error",
+ "best_score_train": -3565.203897624773,
+ "best_score_test": -3305.635542701523,
+ "best_parameters": {
+ "max_features": "auto",
+ "min_samples_leaf": 1,
+ "max_depth": 15,
+ "n_estimators": 108
+ },
+ "random_seed": [
+ 661,
+ 1004,
+ 469,
+ 1399,
+ 32,
+ 992,
+ 312,
+ 895,
+ 170,
+ 913,
+ 347,
+ 787,
+ 1596,
+ 752,
+ 1093
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diamonds/stage1/params.json b/experiments/diamonds/stage1/params.json
new file mode 100644
index 0000000..3d5d8fa
--- /dev/null
+++ b/experiments/diamonds/stage1/params.json
@@ -0,0 +1,28 @@
+{
+ "scorer": "neg_mean_squared_error",
+ "best_score_train": -627872.5455188936,
+ "best_score_test": -551230.808602097,
+ "best_parameters": {
+ "max_features": "auto",
+ "min_samples_leaf": 1,
+ "max_depth": 12,
+ "n_estimators": 429
+ },
+ "random_seed": [
+ 83,
+ 1000,
+ 1262,
+ 1117,
+ 1899,
+ 1378,
+ 1904,
+ 1661,
+ 57,
+ 1143,
+ 1350,
+ 871,
+ 1030,
+ 1585,
+ 745
+ ]
+}
\ No newline at end of file
diff --git a/experiments/digits/stage1/params.json b/experiments/digits/stage1/params.json
new file mode 100644
index 0000000..845a1ae
--- /dev/null
+++ b/experiments/digits/stage1/params.json
@@ -0,0 +1,18 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.9667536988685814,
+ "best_score_test": 0.9738888888888889,
+ "best_parameters": {
+ "max_features": "sqrt",
+ "min_samples_leaf": 1,
+ "n_estimators": 1000,
+ "max_depth": 20
+ },
+ "random_seed": [
+ 1,
+ 103,
+ 519,
+ 213,
+ 953
+ ]
+}
\ No newline at end of file
diff --git a/experiments/iris/stage1/params.json b/experiments/iris/stage1/params.json
new file mode 100644
index 0000000..e3eacac
--- /dev/null
+++ b/experiments/iris/stage1/params.json
@@ -0,0 +1,28 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.9541666666666668,
+ "best_score_test": 0.9155555555555556,
+ "best_parameters": {
+ "max_features": "sqrt",
+ "min_samples_leaf": 1,
+ "max_depth": 1,
+ "n_estimators": 1000
+ },
+ "random_seed": [
+ 771,
+ 577,
+ 1262,
+ 261,
+ 1942,
+ 121,
+ 1710,
+ 633,
+ 1852,
+ 821,
+ 423,
+ 574,
+ 1452,
+ 68,
+ 624
+ ]
+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage1/params.json b/experiments/lfw_pairs/stage1/params.json
new file mode 100644
index 0000000..44037fe
--- /dev/null
+++ b/experiments/lfw_pairs/stage1/params.json
@@ -0,0 +1,16 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.6231060606060606,
+ "best_score_test": 0.6174242424242423,
+ "best_parameters": {
+ "min_samples_leaf": 1,
+ "n_estimators": 1000,
+ "max_depth": 16,
+ "max_features": "auto"
+ },
+ "random_seed": [
+ 226,
+ 674,
+ 1639
+ ]
+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage1/params.json b/experiments/linnerud/stage1/params.json
new file mode 100644
index 0000000..7e45dc0
--- /dev/null
+++ b/experiments/linnerud/stage1/params.json
@@ -0,0 +1,28 @@
+{
+ "scorer": "neg_mean_squared_error",
+ "best_score_train": -223.81438159498393,
+ "best_score_test": -262.4415311793658,
+ "best_parameters": {
+ "max_depth": 1,
+ "min_samples_leaf": 1,
+ "max_features": "sqrt",
+ "n_estimators": 1000
+ },
+ "random_seed": [
+ 1109,
+ 509,
+ 686,
+ 1657,
+ 922,
+ 502,
+ 1414,
+ 1259,
+ 1256,
+ 1923,
+ 1813,
+ 1854,
+ 136,
+ 1129,
+ 777
+ ]
+}
\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage1/params.json b/experiments/olivetti_faces/stage1/params.json
new file mode 100644
index 0000000..c9d83bf
--- /dev/null
+++ b/experiments/olivetti_faces/stage1/params.json
@@ -0,0 +1,28 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.8890625,
+ "best_score_test": 0.89,
+ "best_parameters": {
+ "max_features": "log2",
+ "min_samples_leaf": 1,
+ "n_estimators": 1000,
+ "max_depth": 18
+ },
+ "random_seed": [
+ 899,
+ 249,
+ 1367,
+ 942,
+ 846,
+ 1576,
+ 285,
+ 839,
+ 1974,
+ 1216,
+ 540,
+ 1292,
+ 1642,
+ 712,
+ 1511
+ ]
+}
\ No newline at end of file
diff --git a/experiments/wine/stage1/params.json b/experiments/wine/stage1/params.json
new file mode 100644
index 0000000..2ede59c
--- /dev/null
+++ b/experiments/wine/stage1/params.json
@@ -0,0 +1,28 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.9846607669616517,
+ "best_score_test": 0.9796296296296295,
+ "best_parameters": {
+ "max_depth": 20,
+ "min_samples_leaf": 1,
+ "n_estimators": 1000,
+ "max_features": "log2"
+ },
+ "random_seed": [
+ 1431,
+ 826,
+ 1913,
+ 168,
+ 871,
+ 1691,
+ 1482,
+ 1273,
+ 255,
+ 805,
+ 1671,
+ 448,
+ 1217,
+ 1213,
+ 1160
+ ]
+}
\ No newline at end of file
--
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