From d89078a17a187fa5287b0e79c72ea678e75b977d Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Sun, 6 Nov 2022 22:43:21 +0100 Subject: [PATCH] updating week 45 --- doc/pub/week45/html/._week45-bs001.html | 6 +- doc/pub/week45/html/._week45-bs002.html | 36 ++- doc/pub/week45/html/week45-reveal.html | 42 ++-- doc/pub/week45/html/week45-solarized.html | 42 ++-- doc/pub/week45/html/week45.html | 42 ++-- .../FigureFiles/gdclassiffiercgain.png | Bin 23897 -> 39570 bytes .../FigureFiles/gdclassiffierconfusion.png | Bin 11660 -> 17973 bytes .../Results/FigureFiles/gdclassiffierroc.png | Bin 24105 -> 43948 bytes .../Results/FigureFiles/gdregression.png | Bin 8281 -> 12462 bytes .../FigureFiles/xdclassiffierconfusion.png | Bin 11616 -> 17691 bytes .../Results/FigureFiles/xdclassiffierroc.png | Bin 23604 -> 42785 bytes doc/pub/week45/ipynb/ipynb-week45-src.tar.gz | Bin 192 -> 191 bytes doc/pub/week45/ipynb/week45.ipynb | 218 +++++++++--------- doc/src/week45/week45.do.txt | 41 ++-- 14 files changed, 208 insertions(+), 219 deletions(-) diff --git a/doc/pub/week45/html/._week45-bs001.html b/doc/pub/week45/html/._week45-bs001.html index 0fb9f6bc0..af30ca85d 100644 --- a/doc/pub/week45/html/._week45-bs001.html +++ b/doc/pub/week45/html/._week45-bs001.html @@ -173,7 +173,7 @@ MathJax.Hub.Config({
@@ -190,7 +192,7 @@ MathJax.Hub.Config({
    -
  1. Add material about AdaBoost and Gradient boosting
  2. +
  3. Hastie et al, chapter 10.1-10.10
diff --git a/doc/pub/week45/html/._week45-bs002.html b/doc/pub/week45/html/._week45-bs002.html index 3462f8c93..bc9bc037f 100644 --- a/doc/pub/week45/html/._week45-bs002.html +++ b/doc/pub/week45/html/._week45-bs002.html @@ -178,25 +178,27 @@ MathJax.Hub.Config({
-
# Common imports
+  
%matplotlib inline
+
+# Common imports
 from IPython.display import Image 
 from pydot import graph_from_dot_data
 import pandas as pd
 import numpy as np
 import matplotlib.pyplot as plt
-from sklearn.tree import DecisionTreeClassifier
-from sklearn.tree import DecisionTreeRegressor
 from sklearn.model_selection import train_test_split
 from sklearn.tree import export_graphviz
 from sklearn.preprocessing import StandardScaler, OneHotEncoder
 from sklearn.compose import ColumnTransformer
-from IPython.display import Image 
 from pydot import graph_from_dot_data
 from sklearn.datasets import load_breast_cancer
 from sklearn.svm import SVC
 from sklearn.linear_model import LogisticRegression
-from sklearn.ensemble import BaggingClassifier
-
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.preprocessing import LabelEncoder
+from sklearn.model_selection import cross_validate
+import scikitplot as skplt
+from sklearn.preprocessing import StandardScaler
 import os
 
 # Where to save the figures and data files
@@ -229,37 +231,31 @@ X_train, X_test, y_train, y_test = train_tes
 print(X_train.shape)
 print(X_test.shape)
 #Scale the data
-from sklearn.preprocessing import StandardScaler
 scaler = StandardScaler()
 scaler.fit(X_train)
 X_train_scaled = scaler.transform(X_train)
 X_test_scaled = scaler.transform(X_test)
 #define methods
 # Logistic Regression
+logreg = LogisticRegression(solver='lbfgs')
 logreg.fit(X_train_scaled, y_train)
 print("Test set accuracy Logistic Regression with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
-# Support Vector Machine
-svm.fit(X_train_scaled, y_train)
-print("Test set accuracy SVM with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
 # Decision Trees
+deep_tree_clf = DecisionTreeClassifier(max_depth=None)
 deep_tree_clf.fit(X_train_scaled, y_train)
 print("Test set accuracy with Decision Trees and scaled data: {:.2f}".format(deep_tree_clf.score(X_test_scaled,y_test)))
-
-
-from sklearn.ensemble import RandomForestClassifier
-from sklearn.preprocessing import LabelEncoder
-from sklearn.model_selection import cross_validate
-# Data set not specificied
+# Support Vector Machine
+svm = SVC(gamma='auto', C=100)
+svm.fit(X_train_scaled, y_train)
+print("Test set accuracy SVM with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
+# Random forests
 #Instantiate the model with 500 trees and entropy as splitting criteria
 Random_Forest_model = RandomForestClassifier(n_estimators=500,criterion="entropy")
 Random_Forest_model.fit(X_train_scaled, y_train)
-#Cross validation
-accuracy = cross_validate(Random_Forest_model,X_test_scaled,y_test,cv=10)['test_score']
-print(accuracy)
 print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(Random_Forest_model.score(X_test_scaled,y_test)))
 
 
-import scikitplot as skplt
+
 y_pred = Random_Forest_model.predict(X_test_scaled)
 skplt.metrics.plot_confusion_matrix(y_test, y_pred, normalize=True)
 plt.show()
diff --git a/doc/pub/week45/html/week45-reveal.html b/doc/pub/week45/html/week45-reveal.html
index 3f8253074..6cc7c9a20 100644
--- a/doc/pub/week45/html/week45-reveal.html
+++ b/doc/pub/week45/html/week45-reveal.html
@@ -199,7 +199,7 @@ MathJax.Hub.Config({
 
 

  • Thursday: Boosting methods, froma AdaBoost to Gradient boosting
  • -

  • Friday: Gradient boosting and discussion of Decision trees and ensemble methods
  • +

  • Friday: Gradient boosting and discussion of Decision trees and ensemble methods. Wrapping up trees and start discussing Support Vector Machines

@@ -216,7 +218,7 @@ MathJax.Hub.Config({ Reading

    -

  1. Add material about AdaBoost and Gradient boosting
  2. +

  3. Hastie et al, chapter 10.1-10.10
@@ -231,25 +233,27 @@ MathJax.Hub.Config({
-
# Common imports
+  
%matplotlib inline
+
+# Common imports
 from IPython.display import Image 
 from pydot import graph_from_dot_data
 import pandas as pd
 import numpy as np
 import matplotlib.pyplot as plt
-from sklearn.tree import DecisionTreeClassifier
-from sklearn.tree import DecisionTreeRegressor
 from sklearn.model_selection import train_test_split
 from sklearn.tree import export_graphviz
 from sklearn.preprocessing import StandardScaler, OneHotEncoder
 from sklearn.compose import ColumnTransformer
-from IPython.display import Image 
 from pydot import graph_from_dot_data
 from sklearn.datasets import load_breast_cancer
 from sklearn.svm import SVC
 from sklearn.linear_model import LogisticRegression
-from sklearn.ensemble import BaggingClassifier
-
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.preprocessing import LabelEncoder
+from sklearn.model_selection import cross_validate
+import scikitplot as skplt
+from sklearn.preprocessing import StandardScaler
 import os
 
 # Where to save the figures and data files
@@ -282,37 +286,31 @@ X_train, X_test, y_train, y_test = train_test_split(cancer.data,cancer.target,ra
 print(X_train.shape)
 print(X_test.shape)
 #Scale the data
-from sklearn.preprocessing import StandardScaler
 scaler = StandardScaler()
 scaler.fit(X_train)
 X_train_scaled = scaler.transform(X_train)
 X_test_scaled = scaler.transform(X_test)
 #define methods
 # Logistic Regression
+logreg = LogisticRegression(solver='lbfgs')
 logreg.fit(X_train_scaled, y_train)
 print("Test set accuracy Logistic Regression with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
-# Support Vector Machine
-svm.fit(X_train_scaled, y_train)
-print("Test set accuracy SVM with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
 # Decision Trees
+deep_tree_clf = DecisionTreeClassifier(max_depth=None)
 deep_tree_clf.fit(X_train_scaled, y_train)
 print("Test set accuracy with Decision Trees and scaled data: {:.2f}".format(deep_tree_clf.score(X_test_scaled,y_test)))
-
-
-from sklearn.ensemble import RandomForestClassifier
-from sklearn.preprocessing import LabelEncoder
-from sklearn.model_selection import cross_validate
-# Data set not specificied
+# Support Vector Machine
+svm = SVC(gamma='auto', C=100)
+svm.fit(X_train_scaled, y_train)
+print("Test set accuracy SVM with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
+# Random forests
 #Instantiate the model with 500 trees and entropy as splitting criteria
 Random_Forest_model = RandomForestClassifier(n_estimators=500,criterion="entropy")
 Random_Forest_model.fit(X_train_scaled, y_train)
-#Cross validation
-accuracy = cross_validate(Random_Forest_model,X_test_scaled,y_test,cv=10)['test_score']
-print(accuracy)
 print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(Random_Forest_model.score(X_test_scaled,y_test)))
 
 
-import scikitplot as skplt
+
 y_pred = Random_Forest_model.predict(X_test_scaled)
 skplt.metrics.plot_confusion_matrix(y_test, y_pred, normalize=True)
 plt.show()
diff --git a/doc/pub/week45/html/week45-solarized.html b/doc/pub/week45/html/week45-solarized.html
index 227923c39..55970f5e3 100644
--- a/doc/pub/week45/html/week45-solarized.html
+++ b/doc/pub/week45/html/week45-solarized.html
@@ -176,7 +176,7 @@ MathJax.Hub.Config({
 
 
  • Thursday: Boosting methods, froma AdaBoost to Gradient boosting
  • -
  • Friday: Gradient boosting and discussion of Decision trees and ensemble methods
  • +
  • Friday: Gradient boosting and discussion of Decision trees and ensemble methods. Wrapping up trees and start discussing Support Vector Machines
@@ -192,7 +194,7 @@ MathJax.Hub.Config({ Reading

    -
  1. Add material about AdaBoost and Gradient boosting
  2. +
  3. Hastie et al, chapter 10.1-10.10
@@ -207,25 +209,27 @@ MathJax.Hub.Config({
-
# Common imports
+  
%matplotlib inline
+
+# Common imports
 from IPython.display import Image 
 from pydot import graph_from_dot_data
 import pandas as pd
 import numpy as np
 import matplotlib.pyplot as plt
-from sklearn.tree import DecisionTreeClassifier
-from sklearn.tree import DecisionTreeRegressor
 from sklearn.model_selection import train_test_split
 from sklearn.tree import export_graphviz
 from sklearn.preprocessing import StandardScaler, OneHotEncoder
 from sklearn.compose import ColumnTransformer
-from IPython.display import Image 
 from pydot import graph_from_dot_data
 from sklearn.datasets import load_breast_cancer
 from sklearn.svm import SVC
 from sklearn.linear_model import LogisticRegression
-from sklearn.ensemble import BaggingClassifier
-
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.preprocessing import LabelEncoder
+from sklearn.model_selection import cross_validate
+import scikitplot as skplt
+from sklearn.preprocessing import StandardScaler
 import os
 
 # Where to save the figures and data files
@@ -258,37 +262,31 @@ X_train, X_test, y_train, y_test = train_test_split(cancer.data,cancer.target,ra
 print(X_train.shape)
 print(X_test.shape)
 #Scale the data
-from sklearn.preprocessing import StandardScaler
 scaler = StandardScaler()
 scaler.fit(X_train)
 X_train_scaled = scaler.transform(X_train)
 X_test_scaled = scaler.transform(X_test)
 #define methods
 # Logistic Regression
+logreg = LogisticRegression(solver='lbfgs')
 logreg.fit(X_train_scaled, y_train)
 print("Test set accuracy Logistic Regression with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
-# Support Vector Machine
-svm.fit(X_train_scaled, y_train)
-print("Test set accuracy SVM with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
 # Decision Trees
+deep_tree_clf = DecisionTreeClassifier(max_depth=None)
 deep_tree_clf.fit(X_train_scaled, y_train)
 print("Test set accuracy with Decision Trees and scaled data: {:.2f}".format(deep_tree_clf.score(X_test_scaled,y_test)))
-
-
-from sklearn.ensemble import RandomForestClassifier
-from sklearn.preprocessing import LabelEncoder
-from sklearn.model_selection import cross_validate
-# Data set not specificied
+# Support Vector Machine
+svm = SVC(gamma='auto', C=100)
+svm.fit(X_train_scaled, y_train)
+print("Test set accuracy SVM with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
+# Random forests
 #Instantiate the model with 500 trees and entropy as splitting criteria
 Random_Forest_model = RandomForestClassifier(n_estimators=500,criterion="entropy")
 Random_Forest_model.fit(X_train_scaled, y_train)
-#Cross validation
-accuracy = cross_validate(Random_Forest_model,X_test_scaled,y_test,cv=10)['test_score']
-print(accuracy)
 print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(Random_Forest_model.score(X_test_scaled,y_test)))
 
 
-import scikitplot as skplt
+
 y_pred = Random_Forest_model.predict(X_test_scaled)
 skplt.metrics.plot_confusion_matrix(y_test, y_pred, normalize=True)
 plt.show()
diff --git a/doc/pub/week45/html/week45.html b/doc/pub/week45/html/week45.html
index cb9dfef72..3127dc949 100644
--- a/doc/pub/week45/html/week45.html
+++ b/doc/pub/week45/html/week45.html
@@ -253,7 +253,7 @@ MathJax.Hub.Config({
 
 
  • Thursday: Boosting methods, froma AdaBoost to Gradient boosting
  • -
  • Friday: Gradient boosting and discussion of Decision trees and ensemble methods
  • +
  • Friday: Gradient boosting and discussion of Decision trees and ensemble methods. Wrapping up trees and start discussing Support Vector Machines
@@ -269,7 +271,7 @@ MathJax.Hub.Config({ Reading

    -
  1. Add material about AdaBoost and Gradient boosting
  2. +
  3. Hastie et al, chapter 10.1-10.10
@@ -284,25 +286,27 @@ MathJax.Hub.Config({
-
# Common imports
+  
%matplotlib inline
+
+# Common imports
 from IPython.display import Image 
 from pydot import graph_from_dot_data
 import pandas as pd
 import numpy as np
 import matplotlib.pyplot as plt
-from sklearn.tree import DecisionTreeClassifier
-from sklearn.tree import DecisionTreeRegressor
 from sklearn.model_selection import train_test_split
 from sklearn.tree import export_graphviz
 from sklearn.preprocessing import StandardScaler, OneHotEncoder
 from sklearn.compose import ColumnTransformer
-from IPython.display import Image 
 from pydot import graph_from_dot_data
 from sklearn.datasets import load_breast_cancer
 from sklearn.svm import SVC
 from sklearn.linear_model import LogisticRegression
-from sklearn.ensemble import BaggingClassifier
-
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.preprocessing import LabelEncoder
+from sklearn.model_selection import cross_validate
+import scikitplot as skplt
+from sklearn.preprocessing import StandardScaler
 import os
 
 # Where to save the figures and data files
@@ -335,37 +339,31 @@ X_train, X_test, y_train, y_test = train_tes
 print(X_train.shape)
 print(X_test.shape)
 #Scale the data
-from sklearn.preprocessing import StandardScaler
 scaler = StandardScaler()
 scaler.fit(X_train)
 X_train_scaled = scaler.transform(X_train)
 X_test_scaled = scaler.transform(X_test)
 #define methods
 # Logistic Regression
+logreg = LogisticRegression(solver='lbfgs')
 logreg.fit(X_train_scaled, y_train)
 print("Test set accuracy Logistic Regression with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
-# Support Vector Machine
-svm.fit(X_train_scaled, y_train)
-print("Test set accuracy SVM with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
 # Decision Trees
+deep_tree_clf = DecisionTreeClassifier(max_depth=None)
 deep_tree_clf.fit(X_train_scaled, y_train)
 print("Test set accuracy with Decision Trees and scaled data: {:.2f}".format(deep_tree_clf.score(X_test_scaled,y_test)))
-
-
-from sklearn.ensemble import RandomForestClassifier
-from sklearn.preprocessing import LabelEncoder
-from sklearn.model_selection import cross_validate
-# Data set not specificied
+# Support Vector Machine
+svm = SVC(gamma='auto', C=100)
+svm.fit(X_train_scaled, y_train)
+print("Test set accuracy SVM with scaled data: {:.2f}".format(logreg.score(X_test_scaled,y_test)))
+# Random forests
 #Instantiate the model with 500 trees and entropy as splitting criteria
 Random_Forest_model = RandomForestClassifier(n_estimators=500,criterion="entropy")
 Random_Forest_model.fit(X_train_scaled, y_train)
-#Cross validation
-accuracy = cross_validate(Random_Forest_model,X_test_scaled,y_test,cv=10)['test_score']
-print(accuracy)
 print("Test set accuracy with Random Forests and scaled data: {:.2f}".format(Random_Forest_model.score(X_test_scaled,y_test)))
 
 
-import scikitplot as skplt
+
 y_pred = Random_Forest_model.predict(X_test_scaled)
 skplt.metrics.plot_confusion_matrix(y_test, y_pred, normalize=True)
 plt.show()
diff --git a/doc/pub/week45/ipynb/Results/FigureFiles/gdclassiffiercgain.png b/doc/pub/week45/ipynb/Results/FigureFiles/gdclassiffiercgain.png
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