From 641d5937d2e701c1fa70157f8487ddab8af07c2f Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Thu, 10 Nov 2022 08:13:02 +0100 Subject: [PATCH] update --- doc/pub/week45/html/._week45-bs012.html | 15 +- doc/pub/week45/html/._week45-bs018.html | 2 +- doc/pub/week45/html/._week45-bs021.html | 2 +- doc/pub/week45/html/week45-reveal.html | 19 +- doc/pub/week45/html/week45-solarized.html | 19 +- doc/pub/week45/html/week45.html | 19 +- .../FigureFiles/gdclassiffiercgain.png | Bin 39570 -> 37184 bytes .../FigureFiles/gdclassiffierconfusion.png | Bin 17973 -> 18021 bytes .../Results/FigureFiles/gdclassiffierroc.png | Bin 43948 -> 43591 bytes .../Results/FigureFiles/gdregression.png | Bin 12462 -> 14807 bytes .../FigureFiles/xdclassiffierconfusion.png | Bin 17691 -> 17542 bytes .../Results/FigureFiles/xdclassiffierroc.png | Bin 42785 -> 40848 bytes doc/pub/week45/ipynb/ipynb-week45-src.tar.gz | Bin 192 -> 191 bytes doc/pub/week45/ipynb/week45.ipynb | 195 +++++++++--------- doc/src/week45/week45.do.txt | 19 +- 15 files changed, 124 insertions(+), 166 deletions(-) diff --git a/doc/pub/week45/html/._week45-bs012.html b/doc/pub/week45/html/._week45-bs012.html index 3cc30719e..f3cfc221a 100644 --- a/doc/pub/week45/html/._week45-bs012.html +++ b/doc/pub/week45/html/._week45-bs012.html @@ -183,20 +183,13 @@ MathJax.Hub.Config({
from sklearn.ensemble import AdaBoostClassifier
 
 ada_clf = AdaBoostClassifier(
-    DecisionTreeClassifier(max_depth=1), n_estimators=200,
-    algorithm="SAMME.R", learning_rate=0.5, random_state=42)
+    DecisionTreeClassifier(max_depth=2), n_estimators=200,
+    algorithm="SAMME.R", learning_rate=0.01, random_state=42)
 ada_clf.fit(X_train, y_train)
-
-from sklearn.ensemble import AdaBoostClassifier
-
-ada_clf = AdaBoostClassifier(
-    DecisionTreeClassifier(max_depth=1), n_estimators=200,
-    algorithm="SAMME.R", learning_rate=0.5, random_state=42)
-ada_clf.fit(X_train_scaled, y_train)
-y_pred = ada_clf.predict(X_test_scaled)
+y_pred = ada_clf.predict(X_test)
 skplt.metrics.plot_confusion_matrix(y_test, y_pred, normalize=True)
 plt.show()
-y_probas = ada_clf.predict_proba(X_test_scaled)
+y_probas = ada_clf.predict_proba(X_test)
 skplt.metrics.plot_roc(y_test, y_probas)
 plt.show()
 skplt.metrics.plot_cumulative_gain(y_test, y_probas)
diff --git a/doc/pub/week45/html/._week45-bs018.html b/doc/pub/week45/html/._week45-bs018.html
index 7d12fd09c..2787cc51c 100644
--- a/doc/pub/week45/html/._week45-bs018.html
+++ b/doc/pub/week45/html/._week45-bs018.html
@@ -203,7 +203,7 @@ gd_clf.fit(X_train_scaled, y_train)
 #Cross validation
 accuracy = cross_validate(gd_clf,X_test_scaled,y_test,cv=10)['test_score']
 print(accuracy)
-print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(gd_clf.score(X_test_scaled,y_test)))
+print("Test set accuracy with Gradient boosting and scaled data: {:.2f}".format(gd_clf.score(X_test_scaled,y_test)))
 
 import scikitplot as skplt
 y_pred = gd_clf.predict(X_test_scaled)
diff --git a/doc/pub/week45/html/._week45-bs021.html b/doc/pub/week45/html/._week45-bs021.html
index c56ba7632..12d57f114 100644
--- a/doc/pub/week45/html/._week45-bs021.html
+++ b/doc/pub/week45/html/._week45-bs021.html
@@ -205,7 +205,7 @@ xg_clf.fit(X_train_scaled,y_train)
 
 y_test = xg_clf.predict(X_test_scaled)
 
-print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(xg_clf.score(X_test_scaled,y_test)))
+print("Test set accuracy with Gradient Boosting and scaled data: {:.2f}".format(xg_clf.score(X_test_scaled,y_test)))
 
 import scikitplot as skplt
 y_pred = xg_clf.predict(X_test_scaled)
diff --git a/doc/pub/week45/html/week45-reveal.html b/doc/pub/week45/html/week45-reveal.html
index cc7ffc03c..d354e426a 100644
--- a/doc/pub/week45/html/week45-reveal.html
+++ b/doc/pub/week45/html/week45-reveal.html
@@ -687,20 +687,13 @@ observations that are missed in the previous iterations.
   
from sklearn.ensemble import AdaBoostClassifier
 
 ada_clf = AdaBoostClassifier(
-    DecisionTreeClassifier(max_depth=1), n_estimators=200,
-    algorithm="SAMME.R", learning_rate=0.5, random_state=42)
+    DecisionTreeClassifier(max_depth=2), n_estimators=200,
+    algorithm="SAMME.R", learning_rate=0.01, random_state=42)
 ada_clf.fit(X_train, y_train)
-
-from sklearn.ensemble import AdaBoostClassifier
-
-ada_clf = AdaBoostClassifier(
-    DecisionTreeClassifier(max_depth=1), n_estimators=200,
-    algorithm="SAMME.R", learning_rate=0.5, random_state=42)
-ada_clf.fit(X_train_scaled, y_train)
-y_pred = ada_clf.predict(X_test_scaled)
+y_pred = ada_clf.predict(X_test)
 skplt.metrics.plot_confusion_matrix(y_test, y_pred, normalize=True)
 plt.show()
-y_probas = ada_clf.predict_proba(X_test_scaled)
+y_probas = ada_clf.predict_proba(X_test)
 skplt.metrics.plot_roc(y_test, y_probas)
 plt.show()
 skplt.metrics.plot_cumulative_gain(y_test, y_probas)
@@ -924,7 +917,7 @@ gd_clf.fit(X_train_scaled, y_train)
 #Cross validation
 accuracy = cross_validate(gd_clf,X_test_scaled,y_test,cv=10)['test_score']
 print(accuracy)
-print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(gd_clf.score(X_test_scaled,y_test)))
+print("Test set accuracy with Gradient boosting and scaled data: {:.2f}".format(gd_clf.score(X_test_scaled,y_test)))
 
 import scikitplot as skplt
 y_pred = gd_clf.predict(X_test_scaled)
@@ -1077,7 +1070,7 @@ xg_clf.fit(X_train_scaled,y_train)
 
 y_test = xg_clf.predict(X_test_scaled)
 
-print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(xg_clf.score(X_test_scaled,y_test)))
+print("Test set accuracy with Gradient Boosting and scaled data: {:.2f}".format(xg_clf.score(X_test_scaled,y_test)))
 
 import scikitplot as skplt
 y_pred = xg_clf.predict(X_test_scaled)
diff --git a/doc/pub/week45/html/week45-solarized.html b/doc/pub/week45/html/week45-solarized.html
index f0c8aefe5..586a364a6 100644
--- a/doc/pub/week45/html/week45-solarized.html
+++ b/doc/pub/week45/html/week45-solarized.html
@@ -603,20 +603,13 @@ observations that are missed in the previous iterations.
   
from sklearn.ensemble import AdaBoostClassifier
 
 ada_clf = AdaBoostClassifier(
-    DecisionTreeClassifier(max_depth=1), n_estimators=200,
-    algorithm="SAMME.R", learning_rate=0.5, random_state=42)
+    DecisionTreeClassifier(max_depth=2), n_estimators=200,
+    algorithm="SAMME.R", learning_rate=0.01, random_state=42)
 ada_clf.fit(X_train, y_train)
-
-from sklearn.ensemble import AdaBoostClassifier
-
-ada_clf = AdaBoostClassifier(
-    DecisionTreeClassifier(max_depth=1), n_estimators=200,
-    algorithm="SAMME.R", learning_rate=0.5, random_state=42)
-ada_clf.fit(X_train_scaled, y_train)
-y_pred = ada_clf.predict(X_test_scaled)
+y_pred = ada_clf.predict(X_test)
 skplt.metrics.plot_confusion_matrix(y_test, y_pred, normalize=True)
 plt.show()
-y_probas = ada_clf.predict_proba(X_test_scaled)
+y_probas = ada_clf.predict_proba(X_test)
 skplt.metrics.plot_roc(y_test, y_probas)
 plt.show()
 skplt.metrics.plot_cumulative_gain(y_test, y_probas)
@@ -821,7 +814,7 @@ gd_clf.fit(X_train_scaled, y_train)
 #Cross validation
 accuracy = cross_validate(gd_clf,X_test_scaled,y_test,cv=10)['test_score']
 print(accuracy)
-print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(gd_clf.score(X_test_scaled,y_test)))
+print("Test set accuracy with Gradient boosting and scaled data: {:.2f}".format(gd_clf.score(X_test_scaled,y_test)))
 
 import scikitplot as skplt
 y_pred = gd_clf.predict(X_test_scaled)
@@ -973,7 +966,7 @@ xg_clf.fit(X_train_scaled,y_train)
 
 y_test = xg_clf.predict(X_test_scaled)
 
-print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(xg_clf.score(X_test_scaled,y_test)))
+print("Test set accuracy with Gradient Boosting and scaled data: {:.2f}".format(xg_clf.score(X_test_scaled,y_test)))
 
 import scikitplot as skplt
 y_pred = xg_clf.predict(X_test_scaled)
diff --git a/doc/pub/week45/html/week45.html b/doc/pub/week45/html/week45.html
index aa93caaed..cfb8545b7 100644
--- a/doc/pub/week45/html/week45.html
+++ b/doc/pub/week45/html/week45.html
@@ -680,20 +680,13 @@ observations that are missed in the previous iterations.
   
from sklearn.ensemble import AdaBoostClassifier
 
 ada_clf = AdaBoostClassifier(
-    DecisionTreeClassifier(max_depth=1), n_estimators=200,
-    algorithm="SAMME.R", learning_rate=0.5, random_state=42)
+    DecisionTreeClassifier(max_depth=2), n_estimators=200,
+    algorithm="SAMME.R", learning_rate=0.01, random_state=42)
 ada_clf.fit(X_train, y_train)
-
-from sklearn.ensemble import AdaBoostClassifier
-
-ada_clf = AdaBoostClassifier(
-    DecisionTreeClassifier(max_depth=1), n_estimators=200,
-    algorithm="SAMME.R", learning_rate=0.5, random_state=42)
-ada_clf.fit(X_train_scaled, y_train)
-y_pred = ada_clf.predict(X_test_scaled)
+y_pred = ada_clf.predict(X_test)
 skplt.metrics.plot_confusion_matrix(y_test, y_pred, normalize=True)
 plt.show()
-y_probas = ada_clf.predict_proba(X_test_scaled)
+y_probas = ada_clf.predict_proba(X_test)
 skplt.metrics.plot_roc(y_test, y_probas)
 plt.show()
 skplt.metrics.plot_cumulative_gain(y_test, y_probas)
@@ -898,7 +891,7 @@ gd_clf.fit(X_train_scaled, y_train)
 #Cross validation
 accuracy = cross_validate(gd_clf,X_test_scaled,y_test,cv=10)['test_score']
 print(accuracy)
-print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(gd_clf.score(X_test_scaled,y_test)))
+print("Test set accuracy with Gradient boosting and scaled data: {:.2f}".format(gd_clf.score(X_test_scaled,y_test)))
 
 import scikitplot as skplt
 y_pred = gd_clf.predict(X_test_scaled)
@@ -1050,7 +1043,7 @@ xg_clf.fit(X_train_scaled,y_train)
 
 y_test = xg_clf.predict(X_test_scaled)
 
-print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(xg_clf.score(X_test_scaled,y_test)))
+print("Test set accuracy with Gradient Boosting and scaled data: {:.2f}".format(xg_clf.score(X_test_scaled,y_test)))
 
 import scikitplot as skplt
 y_pred = xg_clf.predict(X_test_scaled)
diff --git a/doc/pub/week45/ipynb/Results/FigureFiles/gdclassiffiercgain.png b/doc/pub/week45/ipynb/Results/FigureFiles/gdclassiffiercgain.png
index ffba8993896306e38a1d710f1bc8285f98e15b96..9225b1e649ca2460b3175a8f329faf09389082c4 100644
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