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Py's interpret: a detailed introduction to interpret, installation, and case application

2022-07-02 19:38:00 【A Virgo procedural ape】

Py And interpret：interpret An introduction to the 、 install 、 Detailed introduction of case application

Catalog

interpret An introduction to the

1、 Interpretability in ML An important role in the process

interpret Installation

interpret The case application of

interpret An introduction to the

InterpretML It's an open source package , It integrates the most advanced machine learning interpretability technology into a framework . Use this bag , You can train interpretable glass box models and explain black box systems .InterpretML It can help you understand the global behavior of the model , Or understand the reasons behind a single prediction .

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

1、 Interpretability in ML An important role in the process

Model debugging ： Why did my model make this mistake ？
Feature Engineering ： How to improve my model ？
Detect Fairness Issues ： Is there discrimination in my model ？
Man machine cooperation ： How do I understand and trust the decision of the model ？
Compliance ： Whether my model meets the legal requirements ？
High risk applications 、 Health care 、 Finance 、 The judicial 、...

interpret Installation

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)
Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple
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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)
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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-0.2.3