From 22c0fe174a1843fbac3dc92e5c820cfb9c7b8449 Mon Sep 17 00:00:00 2001
From: lmoncla <ludovic.moncla@insa-lyon.fr>
Date: Mon, 7 Jun 2021 14:52:20 +0200
Subject: [PATCH] udpate
---
classifiers.py | 6 +++---
1 file changed, 3 insertions(+), 3 deletions(-)
diff --git a/classifiers.py b/classifiers.py
index 16db401..f68b2c6 100644
--- a/classifiers.py
+++ b/classifiers.py
@@ -12,11 +12,11 @@ import numpy as np
classifiers = [
('bayes', MultinomialNB()),
+ ('lr', LogisticRegression()),
+ ('sgd', SGDClassifier()),
('svm', SVC() ),
('decisionTree',DecisionTreeClassifier()),
('rfc', RandomForestClassifier()),
- ('lr', LogisticRegression()),
- ('sgd', SGDClassifier()),
('knn', KNeighborsClassifier())
]
@@ -26,7 +26,7 @@ param_grid_decisionTree = { 'criterion' : ['gini', 'entropy'], 'max_depth':range
param_grid_rfc = { 'n_estimators': [200, 500], 'max_features': ['auto', 'sqrt', 'log2'], 'max_depth' : [4,5,6,7,8], 'criterion' :['gini', 'entropy'] }
param_grid_lr = {"C":np.logspace(-3,3,7), "penalty":["l1","l2"]}
param_grid_sgd = { "loss" : ["hinge", "log", "squared_hinge", "modified_huber"], "alpha" : [0.0001, 0.001, 0.01, 0.1], "penalty" : ["l2", "l1", "none"], "max_iter" : [500]}
-param_grid_knn = {'n_neighbors' : list(range(1,20)), 'weights' : ['uniform', 'distance'], 'metric' : ['euclidean', 'manhattan'] }
+param_grid_knn = {'n_neighbors' : list(range(3,20)), 'weights' : ['uniform', 'distance'], 'metric' : ['euclidean', 'manhattan'] }
grid_params = [
('bayes', None),
--
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