diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs000.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs000.html index ec2e98fd3..1a30011fc 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs000.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs000.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -257,7 +259,7 @@ MathJax.Hub.Config({
  • 9
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs001.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs001.html index faef31394..d52e86407 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs001.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs001.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -262,7 +264,7 @@ given some assumptions, make predictions about the target feature value
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs002.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs002.html index f9b5ef95f..18445e24b 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs002.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs002.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -237,7 +239,7 @@ Figure to come here.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs003.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs003.html index a927e32dc..1819ad7de 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs003.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs003.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -248,7 +250,7 @@ node.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs004.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs004.html index 667e72b4b..171fc9a99 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs004.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs004.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -249,7 +251,7 @@ Then we are essentially done!
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs005.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs005.html index 578b184c6..190af1d97 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs005.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs005.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -328,7 +330,7 @@ plt.show()
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs006.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs006.html index c5f8301d4..b6ecbc88f 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs006.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs006.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -261,7 +263,7 @@ within box \( j \).
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs007.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs007.html index b6521d733..2d0ef5e23 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs007.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs007.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -253,7 +255,7 @@ better tree in some future step.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs008.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs008.html index f4cf44cdb..aed9b69e2 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs008.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs008.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -286,7 +288,7 @@ region contains more than five observations.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs009.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs009.html index 9b05825f6..3d0fa288f 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs009.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs009.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -255,7 +257,7 @@ parameter \( \alpha \).
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs010.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs010.html index 6fead1309..0eb2c82dc 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs010.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs010.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -268,7 +270,7 @@ subtree corresponding to \( \alpha \).
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs011.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs011.html index 95e3b593b..5539936a2 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs011.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs011.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -264,7 +266,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs012.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs012.html index 56a8b4c24..2811e5518 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs012.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs012.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -256,7 +258,7 @@ fall into that region.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs013.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs013.html index 00541fd4e..c447db1ca 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs013.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs013.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -261,7 +263,7 @@ than is the classification error rate.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs014.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs014.html index adaad6832..9de2536da 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs014.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs014.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -287,7 +289,7 @@ $$
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs015.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs015.html index e061afb47..d5ecc54a4 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs015.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs015.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -278,7 +280,7 @@ os.system(cmd)
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs016.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs016.html index f071e4f4e..c027ae3fb 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs016.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs016.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -269,7 +271,7 @@ os.system(cmd)
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs017.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs017.html index cdc844132..a8f76dedd 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs017.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs017.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -250,7 +252,7 @@ We discuss both algorithms with applications here. The popular library -Scikit-L
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs018.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs018.html index 839564a4e..c27078f9f 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs018.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs018.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -242,7 +244,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs019.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs019.html index d493197a8..99f1128fa 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs019.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs019.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -242,7 +244,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs020.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs020.html index bde376c17..41e54dc33 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs020.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs020.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -282,7 +284,7 @@ The table here summarizes the various attributes and
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs021.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs021.html index dd583f072..fb056aa3e 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs021.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs021.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -313,7 +315,7 @@ os.system(cmd)
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs022.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs022.html index 3aa96b7f6..69799d2f4 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs022.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs022.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -315,7 +317,7 @@ split = get_split(dataset)
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs023.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs023.html index 81650dfee..4b0fbf129 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs023.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs023.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -273,7 +275,7 @@ attributes at each step while growing the tree.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs024.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs024.html index b2a17c4b1..629dd5b61 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs024.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs024.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -433,7 +435,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs025.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs025.html index b24d3a1a3..007189f96 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs025.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs025.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -286,7 +288,7 @@ deep_tree_clf.fit(X_train_scaled, y_train)
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs026.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs026.html index 0e1700f16..f78eaa57e 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs026.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs026.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -309,7 +311,7 @@ plt.show()
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs027.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs027.html index 1a5e76321..56d28620e 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs027.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs027.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -265,7 +267,7 @@ plt.show()
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs028.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs028.html index 767d35e1c..e273f04d6 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs028.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs028.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -259,7 +261,7 @@ tree_reg.fit(X, y)
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs029.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs029.html index 294420e7b..fbbbe5a1b 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs029.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs029.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -315,7 +317,7 @@ plt.show()
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs030.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs030.html index fd04d1e03..2fe2c735c 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs030.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs030.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -251,7 +253,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs031.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs031.html index 21e98113b..0c34ea623 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs031.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs031.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -254,7 +256,7 @@ However, by aggregating many decision trees, using methods like bagging, random
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs032.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs032.html index bd6c12724..b0021f258 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs032.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs032.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -261,7 +263,7 @@ We discuss these methods here.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs033.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs033.html index f614c844d..dc0c43a21 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs033.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs033.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -256,7 +258,7 @@ learning method.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs034.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs034.html index 7ce207a31..66f2c548a 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs034.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs034.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -266,7 +268,7 @@ predictor, averaged over all \( B \) trees.
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs035.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs035.html index 8bccb0b35..ef578e8ec 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs035.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs035.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -257,7 +259,7 @@ plt.show()
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs036.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs036.html index 187f9c1c7..26b02799b 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs036.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs036.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -288,7 +290,7 @@ voting_clf.fit(X_train, y_train)
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    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs037.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs037.html index 3e4b68888..4a42cdb71 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs037.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs037.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -295,7 +297,7 @@ voting_clf.fit(X_train, y_train)
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    • -
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    • +
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  • »
    • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs038.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs038.html index cadb27ef5..bd5f4e9b9 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs038.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs038.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -298,7 +300,7 @@ plt.show()
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    • diff --git a/doc/pub/DecisionTrees/html/DecisionTrees-bs.html b/doc/pub/DecisionTrees/html/DecisionTrees-bs.html index ec2e98fd3..1a30011fc 100644 --- a/doc/pub/DecisionTrees/html/DecisionTrees-bs.html +++ b/doc/pub/DecisionTrees/html/DecisionTrees-bs.html @@ -108,11 +108,12 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -194,11 +195,12 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting, a Bird'e Eye
  • Adaptive boosting: AdaBoost, Basic Algorithm
    • -
  • AdaBoost Examples
    • -
  • Gradient boosting: Basic Algorithm
    • -
  • Gradient Boosting, Examples
    • -
  • Gradient Boots with Early Stopping
    • -
  • XGBoost: Extreme Gradient Boosting
    • +
  • Basic Steps of AdaBoost
    • +
  • AdaBoost Examples
    • +
  • Gradient boosting: Basic Algorithm
    • +
  • Gradient Boosting, Examples
    • +
  • Gradient Boots with Early Stopping
    • +
  • XGBoost: Extreme Gradient Boosting
    • @@ -257,7 +259,7 @@ MathJax.Hub.Config({
  • 9
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    • diff --git a/doc/pub/DecisionTrees/html/DecisionTrees-reveal.html b/doc/pub/DecisionTrees/html/DecisionTrees-reveal.html index 92835cc5e..ef1994c70 100644 --- a/doc/pub/DecisionTrees/html/DecisionTrees-reveal.html +++ b/doc/pub/DecisionTrees/html/DecisionTrees-reveal.html @@ -1840,7 +1840,15 @@ where the function \( I() \) is one if we misclassify and zero if we classify co
    -

    AdaBoost Examples

    +

    Basic Steps of AdaBoost

    + +

    +With the above definitions we are now ready to set up the algorithm for AdaBoost. +

    + + +
    +

    AdaBoost Examples

    @@ -1880,12 +1888,12 @@ plt.show()

    -

    Gradient boosting: Basic Algorithm

    +

    Gradient boosting: Basic Algorithm

    -

    Gradient Boosting, Examples

    +

    Gradient Boosting, Examples

    @@ -1976,7 +1984,7 @@ plt.show()

    -

    Gradient Boots with Early Stopping

    +

    Gradient Boots with Early Stopping

    @@ -2041,7 +2049,7 @@ error_going_up = 0

    -

    XGBoost: Extreme Gradient Boosting

    +

    XGBoost: Extreme Gradient Boosting

    diff --git a/doc/pub/DecisionTrees/html/DecisionTrees-solarized.html b/doc/pub/DecisionTrees/html/DecisionTrees-solarized.html index a1f7b3344..f40263430 100644 --- a/doc/pub/DecisionTrees/html/DecisionTrees-solarized.html +++ b/doc/pub/DecisionTrees/html/DecisionTrees-solarized.html @@ -128,11 +128,12 @@ div { text-align: justify; text-justify: inter-word; } 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -1815,7 +1816,15 @@ where the function \( I() \) is one if we misclassify and zero if we classify co











    -

    AdaBoost Examples

    +

    Basic Steps of AdaBoost

    + +

    +With the above definitions we are now ready to set up the algorithm for AdaBoost. + +

    +









    + +

    AdaBoost Examples

    @@ -1854,12 +1863,12 @@ plt.show()











    -

    Gradient boosting: Basic Algorithm

    +

    Gradient boosting: Basic Algorithm











    -

    Gradient Boosting, Examples

    +

    Gradient Boosting, Examples

    @@ -1949,7 +1958,7 @@ plt.show()











    -

    Gradient Boots with Early Stopping

    +

    Gradient Boots with Early Stopping

    @@ -2013,7 +2022,7 @@ error_going_up = 0











    -

    XGBoost: Extreme Gradient Boosting

    +

    XGBoost: Extreme Gradient Boosting

    diff --git a/doc/pub/DecisionTrees/html/DecisionTrees.html b/doc/pub/DecisionTrees/html/DecisionTrees.html index f6c752b84..c1a6869d1 100644 --- a/doc/pub/DecisionTrees/html/DecisionTrees.html +++ b/doc/pub/DecisionTrees/html/DecisionTrees.html @@ -133,11 +133,12 @@ div { text-align: justify; text-justify: inter-word; } 2, None, '___sec43'), - ('AdaBoost Examples', 2, None, '___sec44'), - ('Gradient boosting: Basic Algorithm', 2, None, '___sec45'), - ('Gradient Boosting, Examples', 2, None, '___sec46'), - ('Gradient Boots with Early Stopping', 2, None, '___sec47'), - ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec48')]} + ('Basic Steps of AdaBoost', 2, None, '___sec44'), + ('AdaBoost Examples', 2, None, '___sec45'), + ('Gradient boosting: Basic Algorithm', 2, None, '___sec46'), + ('Gradient Boosting, Examples', 2, None, '___sec47'), + ('Gradient Boots with Early Stopping', 2, None, '___sec48'), + ('XGBoost: Extreme Gradient Boosting', 2, None, '___sec49')]} end of tocinfo --> @@ -1820,7 +1821,15 @@ where the function \( I() \) is one if we misclassify and zero if we classify co











    -

    AdaBoost Examples

    +

    Basic Steps of AdaBoost

    + +

    +With the above definitions we are now ready to set up the algorithm for AdaBoost. + +

    +









    + +

    AdaBoost Examples

    @@ -1859,12 +1868,12 @@ plt.show()











    -

    Gradient boosting: Basic Algorithm

    +

    Gradient boosting: Basic Algorithm











    -

    Gradient Boosting, Examples

    +

    Gradient Boosting, Examples

    @@ -1954,7 +1963,7 @@ plt.show()











    -

    Gradient Boots with Early Stopping

    +

    Gradient Boots with Early Stopping

    @@ -2018,7 +2027,7 @@ error_going_up = XGBoost: Extreme Gradient Boosting +

    XGBoost: Extreme Gradient Boosting

    diff --git a/doc/pub/DecisionTrees/ipynb/DecisionTrees.ipynb b/doc/pub/DecisionTrees/ipynb/DecisionTrees.ipynb index 5a6dac0b3..804e07c33 100644 --- a/doc/pub/DecisionTrees/ipynb/DecisionTrees.ipynb +++ b/doc/pub/DecisionTrees/ipynb/DecisionTrees.ipynb @@ -1864,6 +1864,12 @@ "source": [ "where the function $I()$ is one if we misclassify and zero if we classify correctly. \n", "\n", + "## Basic Steps of AdaBoost\n", + "\n", + "With the above definitions we are now ready to set up the algorithm for AdaBoost.\n", + "\n", + "\n", + "\n", "## AdaBoost Examples" ] }, diff --git a/doc/pub/DecisionTrees/ipynb/ipynb-DecisionTrees-src.tar.gz b/doc/pub/DecisionTrees/ipynb/ipynb-DecisionTrees-src.tar.gz index b20c24052..9b27c1cb1 100644 Binary files a/doc/pub/DecisionTrees/ipynb/ipynb-DecisionTrees-src.tar.gz and b/doc/pub/DecisionTrees/ipynb/ipynb-DecisionTrees-src.tar.gz differ diff --git a/doc/pub/DecisionTrees/pdf/DecisionTrees-minted.pdf b/doc/pub/DecisionTrees/pdf/DecisionTrees-minted.pdf index 6e245293f..dfb474fc2 100644 Binary files a/doc/pub/DecisionTrees/pdf/DecisionTrees-minted.pdf and b/doc/pub/DecisionTrees/pdf/DecisionTrees-minted.pdf differ diff --git a/doc/src/DecisionTrees/DecisionTrees.do.txt b/doc/src/DecisionTrees/DecisionTrees.do.txt index 5365d8bde..a4caa7f3c 100644 --- a/doc/src/DecisionTrees/DecisionTrees.do.txt +++ b/doc/src/DecisionTrees/DecisionTrees.do.txt @@ -1496,6 +1496,13 @@ We can then define the misclassification error $\mathrm{err}$ as !et where the function $I()$ is one if we misclassify and zero if we classify correctly. +!split +===== Basic Steps of AdaBoost ===== + +With the above definitions we are now ready to set up the algorithm for AdaBoost. + + + !split ===== AdaBoost Examples ===== !bc pycod