datascienceinc / Skater / 387
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Interpretation using Tree Surrogates (#238)

* minor code improvement, and example on using xgboost and skater

* added a simple wrapper to flip image orientation

* minor correction to resolve build error

* updating the notebook with usage of flip_orientation func

* enable support for visualizing trees

* initial skeleton for supporting TreeSurrogates and minor corrections

* initial attempt at converting the tree graph as a readable text output

* more corrections and code improvements

* skeleton for implementing tree surrogates

* added some more logic in learning a surrogate model

* added support to prune the tree, as surrogate tree is to be used to enable interpretability

* plotting support for TreeSurrogates

* more improvement to the treesurrogate interpretation

* initial example notebook for tree surrogat interpretation

* ability to change scorer based on model type for tree surrogates

* regression support for tree based surrogates

* minor correction in handling the different estimator types

* more code improvement and replaced respective scoring function names to be abbreviated

* initial working example of tree surrogate for classification/regression

* minor code change

* completing the basic example of tree based surrogate explanation for regression

* improved the visualizer and added better support for regression based tree surrogates

* minor correction in setting the parameters and graph properties

* enabling support to adjust height/width in show_in_notebook

* Updated example with recent changes on applying tree based surrogate on iris dataset

* minor changes to the scoring class and corrections in converting decisions to text

* correction when checking estimator type

* updating the notebook example with 'decision path to txt' functionality

* added support for explaning local decision path using TreeSurrogates

* minor code changes

* correction in handling t... (continued)

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Jobs
ID Job ID Ran Files Coverage
1 387.1 0
61.42
 Travis Job 387.1
2 387.2 0
59.43
 Travis Job 387.2
3 387.3 0
59.43
 Travis Job 387.3
Source Files on build 387
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