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update samples from Release-153 as a part of 1.0.69 SDK release

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vizhur
2019-10-14 22:30:58 +00:00
parent 5fcf4887bc
commit 2e404cfc3a
139 changed files with 1250 additions and 25949 deletions
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18
how-to-use-azureml/explain-model/tabular-data/explain-binary-classification-local.ipynb
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@@ -48,7 +48,7 @@
"\n",
"We will showcase three tabular data explainers: TabularExplainer (SHAP), MimicExplainer (global surrogate), and PFIExplainer.\n",
"\n",
"| ![Interpretability Toolkit Architecture](./img/interpretability-architecture.PNG) |\n",
"| ![Interpretability Toolkit Architecture](./img/interpretability-architecture.png) |\n",
"|:--:|\n",
"| *Interpretability Toolkit Architecture* |\n",
"\n",
@@ -86,22 +86,22 @@
"\n",
"# Explainers:\n",
"# 1. SHAP Tabular Explainer\n",
"from azureml.explain.model.tabular_explainer import TabularExplainer\n",
"from interpret.ext.blackbox import TabularExplainer\n",
"\n",
"# OR\n",
"\n",
"# 2. Mimic Explainer\n",
"from azureml.explain.model.mimic.mimic_explainer import MimicExplainer\n",
"from interpret.ext.blackbox import MimicExplainer\n",
"# You can use one of the following four interpretable models as a global surrogate to the black box model\n",
"from azureml.explain.model.mimic.models.lightgbm_model import LGBMExplainableModel\n",
"from azureml.explain.model.mimic.models.linear_model import LinearExplainableModel\n",
"from azureml.explain.model.mimic.models.linear_model import SGDExplainableModel\n",
"from azureml.explain.model.mimic.models.tree_model import DecisionTreeExplainableModel\n",
"from interpret.ext.glassbox import LGBMExplainableModel\n",
"from interpret.ext.glassbox import LinearExplainableModel\n",
"from interpret.ext.glassbox import SGDExplainableModel\n",
"from interpret.ext.glassbox import DecisionTreeExplainableModel\n",
"\n",
"# OR\n",
"\n",
"# 3. PFI Explainer\n",
"from azureml.explain.model.permutation.permutation_importance import PFIExplainer "
"from interpret.ext.blackbox import PFIExplainer "
]
},
{
@@ -322,7 +322,7 @@
"metadata": {},
"outputs": [],
"source": [
"from azureml.contrib.explain.model.visualize import ExplanationDashboard"
"from azureml.contrib.interpret.visualize import ExplanationDashboard"
]
},
{