interpret的简介

InterpretML 是一个开源包，它将最先进的机器学习可解释性技术整合在一个框架下。使用这个包，您可以训练可解释的玻璃盒模型和解释黑箱系统。InterpretML可以帮助您理解模型的全局行为，或者理解单个预测背后的原因。

Github：GitHub - interpretml/interpret: Fit interpretable models. Explain blackbox machine learning.

1、可解释性在ML过程中的重要作用

模型调试：为什么我的模型会犯这个错误？
特征工程：如何改进我的模型？
检测公平性问题：我的模型是否存在歧视？
人机合作：我如何理解和信任模型的决策？
合规性：我的模型是否满足法律要求？
高风险应用、医疗保健、金融、司法、...

interpret的安装

1. pip install interpret
2. pip install -i https://pypi.tuna.tsinghua.edu.cn/simple interpret

1. C:\Users\Administrator>pip install -i https://pypi.tuna.tsinghua.edu.cn/simple interpret
2. WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
3. WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
4. Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple
5. Collecting interpret
6.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/f6/95/ff4447375559638520567a0bf6e9853535c01e641061c74132d809f6ea6c/interpret-0.2.7-py3-none-any.whl (1.4 kB)
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17.   Preparing metadata (setup.py) ... done
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102. Requirement already satisfied: PyWavelets>=0.4.0 in e:\program files\python\python36\lib\site-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.5.2)
103. Requirement already satisfied: pillow>=2.1.0 in e:\program files\python\python36\lib\site-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (8.0.0)
104. Requirement already satisfied: networkx>=1.8 in e:\program files\python\python36\lib\site-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (2.5)
105. Requirement already satisfied: ipython-genutils in e:\program files\python\python36\lib\site-packages (from traitlets>=4.1.0->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.2.0)
106. Collecting brotli
107.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/e3/d4/e68c4f2a21cab38ba1defbd5bc6ab7e74e2234383f1daf36153dce11ea9d/Brotli-1.0.9-cp36-cp36m-win_amd64.whl (365 kB)
108.      |████████████████████████████████| 365 kB ...
109. Requirement already satisfied: pyzmq>=13 in e:\program files\python\python36\lib\site-packages (from jupyter-client->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (17.0.0)
110. Requirement already satisfied: jupyter-core>=4.6.0 in e:\program files\python\python36\lib\site-packages (from jupyter-client->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (4.6.3)
111. Requirement already satisfied: kiwisolver>=1.0.1 in e:\program files\python\python36\lib\site-packages (from matplotlib->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (1.0.1)
112. Requirement already satisfied: cycler>=0.10 in e:\program files\python\python36\lib\site-packages (from matplotlib->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.10.0)
113. Requirement already satisfied: llvmlite>=0.30.0dev0 in e:\program files\python\python36\lib\site-packages (from numba->shap>=0.28.5->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.30.0)
114. Collecting pox>=0.3.0
115.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/25/6e/7bc83d285dd0438f6ba106dba4fa85e569b09bae14f3c8d9df7acdc92629/pox-0.3.0-py2.py3-none-any.whl (30 kB)
116. Collecting dill>=0.2.5
117.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/b6/c3/973676ceb86b60835bb3978c6db67a5dc06be6cfdbd14ef0f5a13e3fc9fd/dill-0.3.4-py2.py3-none-any.whl (86 kB)
118.      |████████████████████████████████| 86 kB 1.5 MB/s
119. Collecting multiprocess>=0.70.12
120.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/df/d0/c3011a5bb77f307e68682a5046cce1a2c6591267bf24b5bf3fc4130bb39d/multiprocess-0.70.12.2-py36-none-any.whl (106 kB)
121.      |████████████████████████████████| 106 kB 2.2 MB/s
122. Collecting ppft>=1.6.6.4
123.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/e1/95/17253538621d21308a6e7ca67cd8f87c64e81f95477e57ee78766cf79aaa/ppft-1.6.6.4-py3-none-any.whl (65 kB)
124.      |████████████████████████████████| 65 kB 1.2 MB/s
125. Requirement already satisfied: MarkupSafe>=0.23 in e:\program files\python\python36\lib\site-packages (from Jinja2>=2.10.1->Flask>=1.0.4->dash>=1.0.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (1.0)
126. Requirement already satisfied: pywin32>=1.0 in e:\program files\python\python36\lib\site-packages (from jupyter-core>=4.6.0->jupyter-client->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (223)
127. Building wheels for collected packages: lime
128.   Building wheel for lime (setup.py) ... done
129.   Created wheel for lime: filename=lime-0.2.0.1-py3-none-any.whl size=283845 sha256=80b58e049fb5d2f8896cef0a55ebaf00ed6ee9c61bbe1e6ce16f39aae251abc8
130.   Stored in directory: c:\users\administrator\appdata\local\pip\cache\wheels\c5\0e\99\ff7ddcb1cb98cead4dec929b7f595292a70525094fd00dddb2
131. Successfully built lime
132. WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
133. Installing collected packages: tenacity, dill, brotli, prompt-toolkit, ppft, pox, plotly, multiprocess, importlib-metadata, flask-compress, dash-table, dash-html-components, dash-core-components, pathos, ipython, dash, treeinterpreter, skope-rules, SALib, lime, interpret-core, dash-cytoscape, interpret
134.   Attempting uninstall: dill
135.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
136.     Found existing installation: dill 0.3.1.1
137.     Uninstalling dill-0.3.1.1:
138.       Successfully uninstalled dill-0.3.1.1
139.   Attempting uninstall: prompt-toolkit
140.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
141.     Found existing installation: prompt-toolkit 1.0.15
142.     Uninstalling prompt-toolkit-1.0.15:
143.       Successfully uninstalled prompt-toolkit-1.0.15
144.   Attempting uninstall: plotly
145.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
146.     Found existing installation: plotly 4.14.1
147.     Uninstalling plotly-4.14.1:
148.       Successfully uninstalled plotly-4.14.1
149.   Attempting uninstall: importlib-metadata
150.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
151.     Found existing installation: importlib-metadata 1.5.0
152.     Uninstalling importlib-metadata-1.5.0:
153.       Successfully uninstalled importlib-metadata-1.5.0
154.   Attempting uninstall: ipython
155.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
156.     Found existing installation: ipython 6.4.0
157.     Uninstalling ipython-6.4.0:
158.       Successfully uninstalled ipython-6.4.0
159. Successfully installed SALib-1.4.5 brotli-1.0.9 dash-2.5.1 dash-core-components-2.0.0 dash-cytoscape-0.3.0 dash-html-components-2.0.0 dash-table-5.0.0 dill-0.3.4 flask-compress-1.12 importlib-metadata-4.8.3 interpret-0.2.7 interpret-core-0.2.7 ipython-7.16.3 lime-0.2.0.1 multiprocess-0.70.12.2 pathos-0.2.8 plotly-5.9.0 pox-0.3.0 ppft-1.6.6.4 prompt-toolkit-3.0.30 skope-rules-1.0.1 tenacity-8.0.1 treeinterpreter-0.2.3