Py之interpret：interpret的简介、安装、案例应用之详细攻略
目录
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
pip install interpret
pip install -i https://pypi.tuna.tsinghua.edu.cn/simple interpret
C:\Users\Administrator>pip install -i https://pypi.tuna.tsinghua.edu.cn/simple interpret
WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
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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)
Collecting brotli
Downloading https://pypi.tuna.tsinghua.edu.cn/packages/e3/d4/e68c4f2a21cab38ba1defbd5bc6ab7e74e2234383f1daf36153dce11ea9d/Brotli-1.0.9-cp36-cp36m-win_amd64.whl (365 kB)
|████████████████████████████████| 365 kB ...
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)
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)
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)
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)
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)
Collecting pox>=0.3.0
Downloading https://pypi.tuna.tsinghua.edu.cn/packages/25/6e/7bc83d285dd0438f6ba106dba4fa85e569b09bae14f3c8d9df7acdc92629/pox-0.3.0-py2.py3-none-any.whl (30 kB)
Collecting dill>=0.2.5
Downloading https://pypi.tuna.tsinghua.edu.cn/packages/b6/c3/973676ceb86b60835bb3978c6db67a5dc06be6cfdbd14ef0f5a13e3fc9fd/dill-0.3.4-py2.py3-none-any.whl (86 kB)
|████████████████████████████████| 86 kB 1.5 MB/s
Collecting multiprocess>=0.70.12
Downloading https://pypi.tuna.tsinghua.edu.cn/packages/df/d0/c3011a5bb77f307e68682a5046cce1a2c6591267bf24b5bf3fc4130bb39d/multiprocess-0.70.12.2-py36-none-any.whl (106 kB)
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Collecting ppft>=1.6.6.4
Downloading https://pypi.tuna.tsinghua.edu.cn/packages/e1/95/17253538621d21308a6e7ca67cd8f87c64e81f95477e57ee78766cf79aaa/ppft-1.6.6.4-py3-none-any.whl (65 kB)
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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)
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)
Building wheels for collected packages: lime
Building wheel for lime (setup.py) ... done
Created wheel for lime: filename=lime-0.2.0.1-py3-none-any.whl size=283845 sha256=80b58e049fb5d2f8896cef0a55ebaf00ed6ee9c61bbe1e6ce16f39aae251abc8
Stored in directory: c:\users\administrator\appdata\local\pip\cache\wheels\c5\0e\99\ff7ddcb1cb98cead4dec929b7f595292a70525094fd00dddb2
Successfully built lime
WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
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
Attempting uninstall: dill
WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
Found existing installation: dill 0.3.1.1
Uninstalling dill-0.3.1.1:
Successfully uninstalled dill-0.3.1.1
Attempting uninstall: prompt-toolkit
WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
Found existing installation: prompt-toolkit 1.0.15
Uninstalling prompt-toolkit-1.0.15:
Successfully uninstalled prompt-toolkit-1.0.15
Attempting uninstall: plotly
WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
Found existing installation: plotly 4.14.1
Uninstalling plotly-4.14.1:
Successfully uninstalled plotly-4.14.1
Attempting uninstall: importlib-metadata
WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
Found existing installation: importlib-metadata 1.5.0
Uninstalling importlib-metadata-1.5.0:
Successfully uninstalled importlib-metadata-1.5.0
Attempting uninstall: ipython
WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
Found existing installation: ipython 6.4.0
Uninstalling ipython-6.4.0:
Successfully uninstalled ipython-6.4.0
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-0.2.3interpret的案例应用
更新中……