From ae1201952a769781fc5183d2f88c4c195da7e85c Mon Sep 17 00:00:00 2001 From: mhjensen Date: Fri, 1 Nov 2019 06:40:16 +0100 Subject: [PATCH] typos --- .../html/._DecisionTrees-bs000.html | 6 +- .../html/._DecisionTrees-bs001.html | 6 +- .../html/._DecisionTrees-bs002.html | 6 +- .../html/._DecisionTrees-bs003.html | 6 +- .../html/._DecisionTrees-bs004.html | 6 +- .../html/._DecisionTrees-bs005.html | 6 +- .../html/._DecisionTrees-bs006.html | 6 +- .../html/._DecisionTrees-bs007.html | 6 +- .../html/._DecisionTrees-bs008.html | 6 +- .../html/._DecisionTrees-bs009.html | 6 +- .../html/._DecisionTrees-bs010.html | 6 +- .../html/._DecisionTrees-bs011.html | 6 +- .../html/._DecisionTrees-bs012.html | 6 +- .../html/._DecisionTrees-bs013.html | 6 +- .../html/._DecisionTrees-bs014.html | 6 +- .../html/._DecisionTrees-bs015.html | 6 +- .../html/._DecisionTrees-bs016.html | 6 +- .../html/._DecisionTrees-bs017.html | 6 +- .../html/._DecisionTrees-bs018.html | 6 +- .../html/._DecisionTrees-bs019.html | 6 +- .../html/._DecisionTrees-bs020.html | 6 +- .../html/._DecisionTrees-bs021.html | 6 +- .../html/._DecisionTrees-bs022.html | 6 +- .../html/._DecisionTrees-bs023.html | 6 +- .../html/._DecisionTrees-bs024.html | 6 +- .../html/._DecisionTrees-bs025.html | 6 +- .../html/._DecisionTrees-bs026.html | 6 +- .../html/._DecisionTrees-bs027.html | 6 +- .../html/._DecisionTrees-bs028.html | 6 +- .../html/._DecisionTrees-bs029.html | 6 +- .../html/._DecisionTrees-bs030.html | 6 +- .../html/._DecisionTrees-bs031.html | 6 +- .../html/._DecisionTrees-bs032.html | 5 +- .../html/._DecisionTrees-bs033.html | 5 +- .../html/._DecisionTrees-bs034.html | 5 +- .../html/._DecisionTrees-bs035.html | 5 +- .../html/._DecisionTrees-bs036.html | 5 +- .../html/._DecisionTrees-bs037.html | 5 +- .../html/._DecisionTrees-bs038.html | 32 +---- .../DecisionTrees/html/DecisionTrees-bs.html | 6 +- .../html/DecisionTrees-reveal.html | 93 ++++++++++---- .../html/DecisionTrees-solarized.html | 94 ++++++++++---- doc/pub/DecisionTrees/html/DecisionTrees.html | 94 ++++++++++---- .../DecisionTrees/ipynb/DataFiles/cancer.dot | 16 +-- .../DecisionTrees/ipynb/DataFiles/cancer.png | Bin 222008 -> 223116 bytes .../DecisionTrees/ipynb/DecisionTrees.ipynb | 119 ++++++++++++------ .../ipynb/ipynb-DecisionTrees-src.tar.gz | Bin 194 -> 195 bytes .../pdf/DecisionTrees-minted.pdf | Bin 268564 -> 268642 bytes doc/src/DecisionTrees/DecisionTrees.do.txt | 90 +++++++++---- 49 files changed, 512 insertions(+), 254 deletions(-) diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs000.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs000.html index d91a75045..71dfb146f 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs000.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs000.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -232,7 +234,7 @@ MathJax.Hub.Config({
  • 9
  • 10
  • ...
  • -
  • 41
  • +
  • 42
  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs001.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs001.html index 191a50988..564622280 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs001.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs001.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -237,7 +239,7 @@ given some assumptions, make predictions about the target feature value
  • 10
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  • ...
  • -
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  • +
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs002.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs002.html index 97174d4d1..a656feab8 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs002.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs002.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -209,7 +211,7 @@ MathJax.Hub.Config({
  • 11
  • 12
  • ...
  • -
  • 41
  • +
  • 42
  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs003.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs003.html index b9b4b76e3..3b71a3c6c 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs003.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs003.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -223,7 +225,7 @@ node.
  • 12
  • 13
  • ...
  • -
  • 41
  • +
  • 42
  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs004.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs004.html index 64b753ba9..6241edf93 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs004.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs004.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -224,7 +226,7 @@ Then we are essentially done!
  • 13
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  • ...
  • -
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  • +
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs005.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs005.html index c4d112f29..fd01cc25e 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs005.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs005.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -303,7 +305,7 @@ plt.show()
  • 14
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  • ...
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs006.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs006.html index ce06faa38..f4928d223 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs006.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs006.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -236,7 +238,7 @@ within box \( j \).
  • 15
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  • ...
  • -
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  • +
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs007.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs007.html index 99a8f8331..c95e0e19f 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs007.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs007.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -228,7 +230,7 @@ better tree in some future step.
  • 16
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  • ...
  • -
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  • +
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs008.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs008.html index 4c0cae669..3fa62eb1f 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs008.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs008.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -261,7 +263,7 @@ region contains more than five observations.
  • 17
  • 18
  • ...
  • -
  • 41
  • +
  • 42
  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs009.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs009.html index d9b6f74d3..e029c1c2a 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs009.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs009.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -230,7 +232,7 @@ parameter \( \alpha \).
  • 18
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  • ...
  • -
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  • +
  • 42
  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs010.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs010.html index c0c530fac..6429bb8bb 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs010.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs010.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -243,7 +245,7 @@ subtree corresponding to \( \alpha \).
  • 19
  • 20
  • ...
  • -
  • 41
  • +
  • 42
  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs011.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs011.html index 2515e42e3..6f3e89514 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs011.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs011.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -239,7 +241,7 @@ MathJax.Hub.Config({
  • 20
  • 21
  • ...
  • -
  • 41
  • +
  • 42
  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs012.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs012.html index 2170a648f..d990bf268 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs012.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs012.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -231,7 +233,7 @@ fall into that region.
  • 21
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  • -
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs013.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs013.html index 66fc61304..7a5788c32 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs013.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs013.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -236,7 +238,7 @@ than is the classification error rate.
  • 22
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  • -
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs014.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs014.html index 1f1a28de7..04481483a 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs014.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs014.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -262,7 +264,7 @@ $$
  • 23
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  • ...
  • -
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  • +
  • 42
  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs015.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs015.html index c3b00fb0d..852f360a6 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs015.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs015.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -253,7 +255,7 @@ os.system(cmd)
  • 24
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  • ...
  • -
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  • +
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs016.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs016.html index 041680ff8..42c56ab71 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs016.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs016.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -244,7 +246,7 @@ os.system(cmd)
  • 25
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  • ...
  • -
  • 41
  • +
  • 42
  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs017.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs017.html index a7ed5c3d1..2bcfc46bd 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs017.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs017.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -257,7 +259,7 @@ The table here summarizes the various attributes and
  • 26
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  • ...
  • -
  • 41
  • +
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs018.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs018.html index 60e1782eb..84d46cc6c 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs018.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs018.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -288,7 +290,7 @@ os.system(cmd)
  • 27
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  • ...
  • -
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  • +
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs019.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs019.html index de95d67cb..0c7d2dc4a 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs019.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs019.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -290,7 +292,7 @@ split = get_split(dataset)
  • 28
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  • ...
  • -
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs020.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs020.html index 89ebbaa6c..5e0032142 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs020.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs020.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -248,7 +250,7 @@ attributes at each step while growing the tree.
  • 29
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  • -
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs021.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs021.html index 6478add80..e67e33add 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs021.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs021.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -408,7 +410,7 @@ MathJax.Hub.Config({
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  • ...
  • -
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  • »
  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs022.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs022.html index c552ac1a9..cab8de1df 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs022.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs022.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -261,7 +263,7 @@ deep_tree_clf.fit(X_train_scaled, y_train)
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs023.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs023.html index abade5a6e..9ba0bc5d6 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs023.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs023.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -284,7 +286,7 @@ plt.show()
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs024.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs024.html index dd4d38b8b..1cdf2975f 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs024.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs024.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -240,7 +242,7 @@ plt.show()
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs025.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs025.html index c840d800b..6c0dce319 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs025.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs025.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -234,7 +236,7 @@ tree_reg.fit(X, y)
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs026.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs026.html index 838943d62..0f91c9af8 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs026.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs026.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -290,7 +292,7 @@ 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 94ede3d40..deb24ecb1 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs027.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs027.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -226,7 +228,7 @@ MathJax.Hub.Config({
  • 36
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  • ...
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs028.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs028.html index 87af9749a..830923076 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs028.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs028.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -229,7 +231,7 @@ However, by aggregating many decision trees, using methods like bagging, random
  • 37
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs029.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs029.html index 72a7e053c..ccafcc714 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs029.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs029.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -231,7 +233,7 @@ learning method.
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs030.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs030.html index 38f464d9f..19bc01de5 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs030.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs030.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -241,7 +243,7 @@ predictor, averaged over all \( B \) trees.
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs031.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs031.html index dd9581608..044ef068d 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs031.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs031.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -231,6 +233,8 @@ plt.show()
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs032.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs032.html index 3c67203d2..d0c8d30ae 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs032.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs032.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -261,6 +263,7 @@ voting_clf.fit(X_train, y_train)
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs033.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs033.html index b8655cea5..11262aea5 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs033.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs033.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -267,6 +269,7 @@ voting_clf.fit(X_train, y_train)
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs034.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs034.html index c17ca4391..91e4880c1 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs034.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs034.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -269,6 +271,7 @@ plt.show()
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs035.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs035.html index 23a113357..4b7896efb 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs035.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs035.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -251,6 +253,7 @@ this setting.
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs036.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs036.html index 3f2df2d42..af874b3ba 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs036.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs036.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -224,6 +226,7 @@ accuracy = cross_validate(Random_Forest_mode
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs037.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs037.html index dae9353a5..462ed91d1 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs037.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs037.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -227,6 +229,7 @@ np.sum(y_pred =
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  • diff --git a/doc/pub/DecisionTrees/html/._DecisionTrees-bs038.html b/doc/pub/DecisionTrees/html/._DecisionTrees-bs038.html index c3f2f82cd..6f47e526d 100644 --- a/doc/pub/DecisionTrees/html/._DecisionTrees-bs038.html +++ b/doc/pub/DecisionTrees/html/._DecisionTrees-bs038.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -192,33 +194,8 @@ MathJax.Hub.Config({

    Feature Importance

    +Example will be added here. - -

    try:
    -    from sklearn.datasets import fetch_openml
    -    mnist = fetch_openml('mnist_784', version=1)
    -    mnist.target = mnist.target.astype(np.int64)
    -except ImportError:
    -    from sklearn.datasets import fetch_mldata
    -    mnist = fetch_mldata('MNIST original')
    -
    -rnd_clf = RandomForestClassifier(n_estimators=10, random_state=42)
    -rnd_clf.fit(mnist["data"], mnist["target"])
    -
    -def plot_digit(data):
    -    image = data.reshape(28, 28)
    -    plt.imshow(image, cmap = mpl.cm.hot,
    -               interpolation="nearest")
    -    plt.axis("off")
    -
    -plot_digit(rnd_clf.feature_importances_)
    -
    -cbar = plt.colorbar(ticks=[rnd_clf.feature_importances_.min(), rnd_clf.feature_importances_.max()])
    -cbar.ax.set_yticklabels(['Not important', 'Very important'])
    -
    -#save_fig("mnist_feature_importance_plot")
    -plt.show()
    -

    @@ -237,6 +214,7 @@ 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 d91a75045..71dfb146f 100644 --- a/doc/pub/DecisionTrees/html/DecisionTrees-bs.html +++ b/doc/pub/DecisionTrees/html/DecisionTrees-bs.html @@ -96,7 +96,8 @@ Automatically generated HTML file from DocOnce source ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -174,6 +175,7 @@ MathJax.Hub.Config({
  • Feature Importance
  • Boosting: AdaBoost
  • Gradient Boosting
  • +
  • Gradient Boots with Early Stopping
  • @@ -232,7 +234,7 @@ MathJax.Hub.Config({
  • 9
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  • -
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  • diff --git a/doc/pub/DecisionTrees/html/DecisionTrees-reveal.html b/doc/pub/DecisionTrees/html/DecisionTrees-reveal.html index 579723a54..758d6151d 100644 --- a/doc/pub/DecisionTrees/html/DecisionTrees-reveal.html +++ b/doc/pub/DecisionTrees/html/DecisionTrees-reveal.html @@ -1742,33 +1742,7 @@ np.sum(y_pred == y_pred_rf) / len(y_pred)

    Feature Importance

    - - -

    try:
    -    from sklearn.datasets import fetch_openml
    -    mnist = fetch_openml('mnist_784', version=1)
    -    mnist.target = mnist.target.astype(np.int64)
    -except ImportError:
    -    from sklearn.datasets import fetch_mldata
    -    mnist = fetch_mldata('MNIST original')
    -
    -rnd_clf = RandomForestClassifier(n_estimators=10, random_state=42)
    -rnd_clf.fit(mnist["data"], mnist["target"])
    -
    -def plot_digit(data):
    -    image = data.reshape(28, 28)
    -    plt.imshow(image, cmap = mpl.cm.hot,
    -               interpolation="nearest")
    -    plt.axis("off")
    -
    -plot_digit(rnd_clf.feature_importances_)
    -
    -cbar = plt.colorbar(ticks=[rnd_clf.feature_importances_.min(), rnd_clf.feature_importances_.max()])
    -cbar.ax.set_yticklabels(['Not important', 'Very important'])
    -
    -#save_fig("mnist_feature_importance_plot")
    -plt.show()
    -
    +Example will be added here. @@ -1904,6 +1878,71 @@ plt.show() +
    +

    Gradient Boots with Early Stopping

    +

    + + +

    from sklearn.model_selection import train_test_split
    +from sklearn.metrics import mean_squared_error
    +
    +X_train, X_val, y_train, y_val = train_test_split(X, y, random_state=49)
    +
    +gbrt = GradientBoostingRegressor(max_depth=2, n_estimators=120, random_state=42)
    +gbrt.fit(X_train, y_train)
    +
    +errors = [mean_squared_error(y_val, y_pred)
    +          for y_pred in gbrt.staged_predict(X_val)]
    +bst_n_estimators = np.argmin(errors) + 1
    +
    +gbrt_best = GradientBoostingRegressor(max_depth=2,n_estimators=bst_n_estimators, random_state=42)
    +gbrt_best.fit(X_train, y_train)
    +
    +min_error = np.min(errors)
    +plt.figure(figsize=(11, 4))
    +
    +plt.subplot(121)
    +plt.plot(errors, "b.-")
    +plt.plot([bst_n_estimators, bst_n_estimators], [0, min_error], "k--")
    +plt.plot([0, 120], [min_error, min_error], "k--")
    +plt.plot(bst_n_estimators, min_error, "ko")
    +plt.text(bst_n_estimators, min_error*1.2, "Minimum", ha="center", fontsize=14)
    +plt.axis([0, 120, 0, 0.01])
    +plt.xlabel("Number of trees")
    +plt.title("Validation error", fontsize=14)
    +
    +plt.subplot(122)
    +plot_predictions([gbrt_best], X, y, axes=[-0.5, 0.5, -0.1, 0.8])
    +plt.title("Best model (%d trees)" % bst_n_estimators, fontsize=14)
    +
    +save_fig("early_stopping_gbrt_plot")
    +plt.show()
    +
    +
    +gbrt = GradientBoostingRegressor(max_depth=2, warm_start=True, random_state=42)
    +
    +min_val_error = float("inf")
    +error_going_up = 0
    +for n_estimators in range(1, 120):
    +    gbrt.n_estimators = n_estimators
    +    gbrt.fit(X_train, y_train)
    +    y_pred = gbrt.predict(X_val)
    +    val_error = mean_squared_error(y_val, y_pred)
    +    if val_error < min_val_error:
    +        min_val_error = val_error
    +        error_going_up = 0
    +    else:
    +        error_going_up += 1
    +        if error_going_up == 5:
    +            break  # early stopping
    +
    +
    +print(gbrt.n_estimators)
    +print("Minimum validation MSE:", min_val_error)
    +
    +
    + + diff --git a/doc/pub/DecisionTrees/html/DecisionTrees-solarized.html b/doc/pub/DecisionTrees/html/DecisionTrees-solarized.html index 9c117867f..eb1f7a577 100644 --- a/doc/pub/DecisionTrees/html/DecisionTrees-solarized.html +++ b/doc/pub/DecisionTrees/html/DecisionTrees-solarized.html @@ -116,7 +116,8 @@ div { text-align: justify; text-justify: inter-word; } ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -1705,33 +1706,8 @@ np.sum(y_pred == y_pred_rf) / len(y_pred)

    Feature Importance

    +Example will be added here. - -

    try:
    -    from sklearn.datasets import fetch_openml
    -    mnist = fetch_openml('mnist_784', version=1)
    -    mnist.target = mnist.target.astype(np.int64)
    -except ImportError:
    -    from sklearn.datasets import fetch_mldata
    -    mnist = fetch_mldata('MNIST original')
    -
    -rnd_clf = RandomForestClassifier(n_estimators=10, random_state=42)
    -rnd_clf.fit(mnist["data"], mnist["target"])
    -
    -def plot_digit(data):
    -    image = data.reshape(28, 28)
    -    plt.imshow(image, cmap = mpl.cm.hot,
    -               interpolation="nearest")
    -    plt.axis("off")
    -
    -plot_digit(rnd_clf.feature_importances_)
    -
    -cbar = plt.colorbar(ticks=[rnd_clf.feature_importances_.min(), rnd_clf.feature_importances_.max()])
    -cbar.ax.set_yticklabels(['Not important', 'Very important'])
    -
    -#save_fig("mnist_feature_importance_plot")
    -plt.show()
    -











    @@ -1863,6 +1839,70 @@ save_fig("gbrt_learning_rate_plot" plt.show()

    +









    + +

    Gradient Boots with Early Stopping

    +

    + + +

    from sklearn.model_selection import train_test_split
    +from sklearn.metrics import mean_squared_error
    +
    +X_train, X_val, y_train, y_val = train_test_split(X, y, random_state=49)
    +
    +gbrt = GradientBoostingRegressor(max_depth=2, n_estimators=120, random_state=42)
    +gbrt.fit(X_train, y_train)
    +
    +errors = [mean_squared_error(y_val, y_pred)
    +          for y_pred in gbrt.staged_predict(X_val)]
    +bst_n_estimators = np.argmin(errors) + 1
    +
    +gbrt_best = GradientBoostingRegressor(max_depth=2,n_estimators=bst_n_estimators, random_state=42)
    +gbrt_best.fit(X_train, y_train)
    +
    +min_error = np.min(errors)
    +plt.figure(figsize=(11, 4))
    +
    +plt.subplot(121)
    +plt.plot(errors, "b.-")
    +plt.plot([bst_n_estimators, bst_n_estimators], [0, min_error], "k--")
    +plt.plot([0, 120], [min_error, min_error], "k--")
    +plt.plot(bst_n_estimators, min_error, "ko")
    +plt.text(bst_n_estimators, min_error*1.2, "Minimum", ha="center", fontsize=14)
    +plt.axis([0, 120, 0, 0.01])
    +plt.xlabel("Number of trees")
    +plt.title("Validation error", fontsize=14)
    +
    +plt.subplot(122)
    +plot_predictions([gbrt_best], X, y, axes=[-0.5, 0.5, -0.1, 0.8])
    +plt.title("Best model (%d trees)" % bst_n_estimators, fontsize=14)
    +
    +save_fig("early_stopping_gbrt_plot")
    +plt.show()
    +
    +
    +gbrt = GradientBoostingRegressor(max_depth=2, warm_start=True, random_state=42)
    +
    +min_val_error = float("inf")
    +error_going_up = 0
    +for n_estimators in range(1, 120):
    +    gbrt.n_estimators = n_estimators
    +    gbrt.fit(X_train, y_train)
    +    y_pred = gbrt.predict(X_val)
    +    val_error = mean_squared_error(y_val, y_pred)
    +    if val_error < min_val_error:
    +        min_val_error = val_error
    +        error_going_up = 0
    +    else:
    +        error_going_up += 1
    +        if error_going_up == 5:
    +            break  # early stopping
    +
    +
    +print(gbrt.n_estimators)
    +print("Minimum validation MSE:", min_val_error)
    +
    +

    diff --git a/doc/pub/DecisionTrees/html/DecisionTrees.html b/doc/pub/DecisionTrees/html/DecisionTrees.html index 8a7179846..0d5d09fec 100644 --- a/doc/pub/DecisionTrees/html/DecisionTrees.html +++ b/doc/pub/DecisionTrees/html/DecisionTrees.html @@ -121,7 +121,8 @@ div { text-align: justify; text-justify: inter-word; } ('Then random forests', 2, None, '___sec36'), ('Feature Importance', 2, None, '___sec37'), ('Boosting: AdaBoost', 2, None, '___sec38'), - ('Gradient Boosting', 2, None, '___sec39')]} + ('Gradient Boosting', 2, None, '___sec39'), + ('Gradient Boots with Early Stopping', 2, None, '___sec40')]} end of tocinfo --> @@ -1710,33 +1711,8 @@ np.sum(y_pred =

    Feature Importance

    +Example will be added here. - -

    try:
    -    from sklearn.datasets import fetch_openml
    -    mnist = fetch_openml('mnist_784', version=1)
    -    mnist.target = mnist.target.astype(np.int64)
    -except ImportError:
    -    from sklearn.datasets import fetch_mldata
    -    mnist = fetch_mldata('MNIST original')
    -
    -rnd_clf = RandomForestClassifier(n_estimators=10, random_state=42)
    -rnd_clf.fit(mnist["data"], mnist["target"])
    -
    -def plot_digit(data):
    -    image = data.reshape(28, 28)
    -    plt.imshow(image, cmap = mpl.cm.hot,
    -               interpolation="nearest")
    -    plt.axis("off")
    -
    -plot_digit(rnd_clf.feature_importances_)
    -
    -cbar = plt.colorbar(ticks=[rnd_clf.feature_importances_.min(), rnd_clf.feature_importances_.max()])
    -cbar.ax.set_yticklabels(['Not important', 'Very important'])
    -
    -#save_fig("mnist_feature_importance_plot")
    -plt.show()
    -











    @@ -1868,6 +1844,70 @@ save_fig("gbrt_learning_rate_plot" plt.show()

    +









    + +

    Gradient Boots with Early Stopping

    +

    + + +

    from sklearn.model_selection import train_test_split
    +from sklearn.metrics import mean_squared_error
    +
    +X_train, X_val, y_train, y_val = train_test_split(X, y, random_state=49)
    +
    +gbrt = GradientBoostingRegressor(max_depth=2, n_estimators=120, random_state=42)
    +gbrt.fit(X_train, y_train)
    +
    +errors = [mean_squared_error(y_val, y_pred)
    +          for y_pred in gbrt.staged_predict(X_val)]
    +bst_n_estimators = np.argmin(errors) + 1
    +
    +gbrt_best = GradientBoostingRegressor(max_depth=2,n_estimators=bst_n_estimators, random_state=42)
    +gbrt_best.fit(X_train, y_train)
    +
    +min_error = np.min(errors)
    +plt.figure(figsize=(11, 4))
    +
    +plt.subplot(121)
    +plt.plot(errors, "b.-")
    +plt.plot([bst_n_estimators, bst_n_estimators], [0, min_error], "k--")
    +plt.plot([0, 120], [min_error, min_error], "k--")
    +plt.plot(bst_n_estimators, min_error, "ko")
    +plt.text(bst_n_estimators, min_error*1.2, "Minimum", ha="center", fontsize=14)
    +plt.axis([0, 120, 0, 0.01])
    +plt.xlabel("Number of trees")
    +plt.title("Validation error", fontsize=14)
    +
    +plt.subplot(122)
    +plot_predictions([gbrt_best], X, y, axes=[-0.5, 0.5, -0.1, 0.8])
    +plt.title("Best model (%d trees)" % bst_n_estimators, fontsize=14)
    +
    +save_fig("early_stopping_gbrt_plot")
    +plt.show()
    +
    +
    +gbrt = GradientBoostingRegressor(max_depth=2, warm_start=True, random_state=42)
    +
    +min_val_error = float("inf")
    +error_going_up = 0
    +for n_estimators in range(1, 120):
    +    gbrt.n_estimators = n_estimators
    +    gbrt.fit(X_train, y_train)
    +    y_pred = gbrt.predict(X_val)
    +    val_error = mean_squared_error(y_val, y_pred)
    +    if val_error < min_val_error:
    +        min_val_error = val_error
    +        error_going_up = 0
    +    else:
    +        error_going_up += 1
    +        if error_going_up == 5:
    +            break  # early stopping
    +
    +
    +print(gbrt.n_estimators)
    +print("Minimum validation MSE:", min_val_error)
    +
    +

    diff --git a/doc/pub/DecisionTrees/ipynb/DataFiles/cancer.dot b/doc/pub/DecisionTrees/ipynb/DataFiles/cancer.dot index 0d1aedaf9..2bb880e1f 100644 --- a/doc/pub/DecisionTrees/ipynb/DataFiles/cancer.dot +++ b/doc/pub/DecisionTrees/ipynb/DataFiles/cancer.dot @@ -10,19 +10,19 @@ edge [fontname=helvetica] ; 2 -> 3 ; 4 [label="gini = 0.0\nsamples = 239\nvalue = [[239, 0]\n[0, 239]]", fillcolor="#e58139ff"] ; 3 -> 4 ; -5 [label="worst area <= 566.55\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#e5813913"] ; +5 [label="worst perimeter <= 87.07\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#e5813913"] ; 3 -> 5 ; 6 [label="gini = 0.0\nsamples = 1\nvalue = [[0, 1]\n[1, 0]]", fillcolor="#e58139ff"] ; 5 -> 6 ; 7 [label="gini = 0.0\nsamples = 2\nvalue = [[2, 0]\n[0, 2]]", fillcolor="#e58139ff"] ; 5 -> 7 ; -8 [label="worst texture <= 29.455\ngini = 0.397\nsamples = 11\nvalue = [[8, 3]\n[3, 8]]", fillcolor="#e581392c"] ; +8 [label="mean texture <= 20.84\ngini = 0.397\nsamples = 11\nvalue = [[8, 3]\n[3, 8]]", fillcolor="#e581392c"] ; 2 -> 8 ; 9 [label="gini = 0.0\nsamples = 8\nvalue = [[8, 0]\n[0, 8]]", fillcolor="#e58139ff"] ; 8 -> 9 ; 10 [label="gini = 0.0\nsamples = 3\nvalue = [[0, 3]\n[3, 0]]", fillcolor="#e58139ff"] ; 8 -> 10 ; -11 [label="worst texture <= 24.785\ngini = 0.278\nsamples = 6\nvalue = [[1, 5]\n[5, 1]]", fillcolor="#e581396b"] ; +11 [label="area error <= 13.475\ngini = 0.278\nsamples = 6\nvalue = [[1, 5]\n[5, 1]]", fillcolor="#e581396b"] ; 1 -> 11 ; 12 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ; 11 -> 12 ; @@ -30,11 +30,11 @@ edge [fontname=helvetica] ; 11 -> 13 ; 14 [label="worst texture <= 20.645\ngini = 0.202\nsamples = 167\nvalue = [[19, 148]\n[148, 19]]", fillcolor="#e5813994"] ; 0 -> 14 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; -15 [label="worst radius <= 17.74\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#e5813938"] ; +15 [label="worst concavity <= 0.318\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#e5813938"] ; 14 -> 15 ; 16 [label="gini = 0.0\nsamples = 11\nvalue = [[11, 0]\n[0, 11]]", fillcolor="#e58139ff"] ; 15 -> 16 ; -17 [label="worst texture <= 18.445\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#e5813955"] ; +17 [label="worst smoothness <= 0.114\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#e5813955"] ; 15 -> 17 ; 18 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ; 17 -> 18 ; @@ -48,10 +48,10 @@ edge [fontname=helvetica] ; 21 -> 22 ; 23 [label="gini = 0.0\nsamples = 6\nvalue = [[6, 0]\n[0, 6]]", fillcolor="#e58139ff"] ; 21 -> 23 ; -24 [label="fractal dimension error <= 0.013\ngini = 0.015\nsamples = 136\nvalue = [[1, 135]\n[135, 1]]", fillcolor="#e58139f7"] ; +24 [label="mean smoothness <= 0.079\ngini = 0.015\nsamples = 136\nvalue = [[1, 135]\n[135, 1]]", fillcolor="#e58139f7"] ; 20 -> 24 ; -25 [label="gini = 0.0\nsamples = 135\nvalue = [[0, 135]\n[135, 0]]", fillcolor="#e58139ff"] ; +25 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ; 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zI|vujPuGfjy&=^x?<*B9NbfuGUbX$VZwk)ITU&D#&R5iW?2cax>EsVp>M**DpM z!|!4Bq%ro!Q61NF9X32kZ}!i46O6 zs06H{HqLyaJ6NkSaIM`^r(o~+$-Q&^{J0<;Q{sw~>ua J@wF1p{{Y0hiirRK diff --git a/doc/src/DecisionTrees/DecisionTrees.do.txt b/doc/src/DecisionTrees/DecisionTrees.do.txt index 6a3a32a28..c04e655e0 100644 --- a/doc/src/DecisionTrees/DecisionTrees.do.txt +++ b/doc/src/DecisionTrees/DecisionTrees.do.txt @@ -1424,32 +1424,7 @@ np.sum(y_pred == y_pred_rf) / len(y_pred) !split ===== Feature Importance ===== -!bc pycod -try: - from sklearn.datasets import fetch_openml - mnist = fetch_openml('mnist_784', version=1) - mnist.target = mnist.target.astype(np.int64) -except ImportError: - from sklearn.datasets import fetch_mldata - mnist = fetch_mldata('MNIST original') - -rnd_clf = RandomForestClassifier(n_estimators=10, random_state=42) -rnd_clf.fit(mnist["data"], mnist["target"]) - -def plot_digit(data): - image = data.reshape(28, 28) - plt.imshow(image, cmap = mpl.cm.hot, - interpolation="nearest") - plt.axis("off") - -plot_digit(rnd_clf.feature_importances_) - -cbar = plt.colorbar(ticks=[rnd_clf.feature_importances_.min(), rnd_clf.feature_importances_.max()]) -cbar.ax.set_yticklabels(['Not important', 'Very important']) - -#save_fig("mnist_feature_importance_plot") -plt.show() -!ec +Example will be added here. !split ===== Boosting: AdaBoost ===== @@ -1579,3 +1554,66 @@ save_fig("gbrt_learning_rate_plot") plt.show() !ec + + +!split +===== Gradient Boots with Early Stopping ===== +!bc pycod + +from sklearn.model_selection import train_test_split +from sklearn.metrics import mean_squared_error + +X_train, X_val, y_train, y_val = train_test_split(X, y, random_state=49) + +gbrt = GradientBoostingRegressor(max_depth=2, n_estimators=120, random_state=42) +gbrt.fit(X_train, y_train) + +errors = [mean_squared_error(y_val, y_pred) + for y_pred in gbrt.staged_predict(X_val)] +bst_n_estimators = np.argmin(errors) + 1 + +gbrt_best = GradientBoostingRegressor(max_depth=2,n_estimators=bst_n_estimators, random_state=42) +gbrt_best.fit(X_train, y_train) + +min_error = np.min(errors) +plt.figure(figsize=(11, 4)) + +plt.subplot(121) +plt.plot(errors, "b.-") +plt.plot([bst_n_estimators, bst_n_estimators], [0, min_error], "k--") +plt.plot([0, 120], [min_error, min_error], "k--") +plt.plot(bst_n_estimators, min_error, "ko") +plt.text(bst_n_estimators, min_error*1.2, "Minimum", ha="center", fontsize=14) +plt.axis([0, 120, 0, 0.01]) +plt.xlabel("Number of trees") +plt.title("Validation error", fontsize=14) + +plt.subplot(122) +plot_predictions([gbrt_best], X, y, axes=[-0.5, 0.5, -0.1, 0.8]) +plt.title("Best model (%d trees)" % bst_n_estimators, fontsize=14) + +save_fig("early_stopping_gbrt_plot") +plt.show() + + +gbrt = GradientBoostingRegressor(max_depth=2, warm_start=True, random_state=42) + +min_val_error = float("inf") +error_going_up = 0 +for n_estimators in range(1, 120): + gbrt.n_estimators = n_estimators + gbrt.fit(X_train, y_train) + y_pred = gbrt.predict(X_val) + val_error = mean_squared_error(y_val, y_pred) + if val_error < min_val_error: + min_val_error = val_error + error_going_up = 0 + else: + error_going_up += 1 + if error_going_up == 5: + break # early stopping + + +print(gbrt.n_estimators) +print("Minimum validation MSE:", min_val_error) +!ec