{"id":33499,"date":"2022-03-31T21:28:22","date_gmt":"2022-03-31T13:28:22","guid":{"rendered":"https:\/\/swarma.org\/?p=33499"},"modified":"2022-03-31T21:28:22","modified_gmt":"2022-03-31T13:28:22","slug":"%e5%8f%af%e8%a7%a3%e9%87%8aai%e5%bc%80%e6%ba%90%e6%a1%86%e6%9e%b6-xaitk","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=33499","title":{"rendered":"\u53ef\u89e3\u91caAI\u5f00\u6e90\u6846\u67b6\u2014\u2014XAITK"},"content":{"rendered":"
\n
\n
\n
\n
\n

<\/p>\n<\/section>\n

\n
\n
\n
\n
\n
\n

<\/section>\n<\/section>\n
\n
\n

\u5bfc\u8bed<\/strong><\/p>\n<\/section>\n<\/section>\n

\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
\n
\n

<\/strong>xaitk-saliency \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u53ef\u89e3\u91caAI\uff08Explainable AI\uff0cXAI\uff09\u6846\u67b6\uff0c\u63d0\u4f9b\u4e86\u89c6\u89c9\u663e\u8457\u6027\u7b97\u6cd5\u7684\u63a5\u53e3\u548c\u76f8\u5173\u5b9e\u73b0\uff0c\u4e13\u4e3a\u5206\u6790\u548c\u81ea\u6cbb\u5e94\u7528\u800c\u6784\u5efa\u3002<\/span><\/strong><\/p>\n


<\/p>\n

\u5173\u4e8eXAI\u7684\u8be6\u5c3d\u4ecb\u7ecd\u548c\u5bf9\u89c6\u89c9\u663e\u8457\u6027\u7684\u89e3\u91ca\u8bf7\u53c2\u9605\u8be6\u7ec6\u4ecb\u7ecd\uff1a<\/strong><\/p>\n

https:\/\/xaitk-saliency.readthedocs.io\/en\/latest\/introduction.html<\/strong><\/p>\n


<\/p>\n

GitHub\u9879\u76ee\u5730\u5740\uff1a<\/strong><\/p>\n

https:\/\/github.com\/XAITK\/xaitk-saliency<\/strong><\/p>\n

xaitk-saliency \u662f\u53ef\u89e3\u91caAI\u5de5\u5177\u5305 XAITK \u7684\u4e00\u90e8\u5206\u3002<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

\n
\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
<\/strong><\/section>\n<\/section>\n
\n

Leo<\/span> <\/span>| \u7f16\u8bd1<\/strong><\/span><\/strong><\/p>\n

\u9093\u4e00\u96ea<\/span> | \u7f16\u8f91<\/strong><\/span><\/strong><\/span><\/p>\n<\/section>\n


<\/p>\n


<\/p>\n

\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u652f\u6301\u7684\u7b97\u6cd5<\/strong><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

xaitk-saliency \u5305\u4e3a\u5e7f\u6cdb\u7684\u56fe\u50cf\u7406\u89e3\u4efb\u52a1\u63d0\u4f9b\u4e86\u663e\u8457\u6027\u7b97\u6cd5\uff0c\u5305\u62ec\u56fe\u50cf\u5206\u7c7b\u3001\u56fe\u50cf\u76f8\u4f3c\u6027\u3001\u5bf9\u8c61\u68c0\u6d4b\u548c\u5f3a\u5316\u5b66\u4e60\u3002\u5f53\u524d\u652f\u6301\u7684\u663e\u8457\u6027\u7b97\u6cd5\u5217\u8868\u4e5f\u53ef\u4ee5\u53c2\u770b\u8be6\u7ec6\u4ecb\u7ecd\u3002<\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u76ee\u6807\u53d7\u4f17<\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u8be5\u5de5\u5177\u5305\u65e8\u5728\u5e2e\u52a9\u60f3\u8981\u5411\u5176\u5de5\u4f5c\u6d41\u7a0b\u6216\u4ea7\u54c1\u6dfb\u52a0\u89c6\u89c9\u663e\u8457\u6027\u89e3\u91ca\u7684\u6570\u636e\u79d1\u5b66\u5bb6\u548c\u5f00\u53d1\u4eba\u5458\u3002\u8be5\u6846\u67b6\u529f\u80fd\u65e2\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u76ee\u6807\u5b9e\u9a8c\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7 Strategy \u548c Adapter \u6a21\u5f0f\u5e94\u7528\u4e8e\u7cfb\u7edf\u548c\u5e94\u7528\u7a0b\u5e8f\u7684\u6a21\u5757\u5316\u96c6\u6210\u3002<\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u5b89\u88c5\u65b9\u6cd5<\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u901a\u8fc7 pip \u8fdb\u884c\u5b89\u88c5<\/span><\/span><\/p>\n

pip install xaitk-saliency<\/span><\/span><\/section><\/pre>\n

<\/section>\n
\u4e00\u4e9b\u63d2\u4ef6\u9700\u8981\u989d\u5916\u7684\u4f9d\u8d56\uff0c\u5176\u4ed6\u5b89\u88c5\u4fe1\u606f\u8bf7\u53c2\u8003\uff1a<\/span><\/p>\n
https:\/\/xaitk-saliency.readthedocs.io\/en\/latest\/implementations.html<\/span><\/p>\n

<\/span><\/p>\n

<\/span><\/p>\n
\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n
\u4e0a\u624b\u793a\u4f8b<\/strong><\/strong><\/p>\n<\/section>\n
\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

<\/p>\n
\u6211\u4eec\u5728\u76ee\u5f55\u4e2d\u63d0\u4f9b\u4e86\u8bb8\u591a\u57fa\u4e8e Jupyter Notebook \u7684\u793a\u4f8b\uff0c <\/span>.\/examples\/ <\/span>\u6587\u4ef6\u5939\u5c31\u663e\u793a\u4e86<\/span>xaitk-saliency<\/span>\u5305\u5728\u8bb8\u591a\u4e0d\u540c\u4e0a\u4e0b\u6587\u4e2d\u7684\u7528\u6cd5\u3002<\/span><\/p>\n

<\/span><\/p>\n
\u6b22\u8fce\u6295\u7a3f\u65b0\u7684\u793a\u4f8b\uff01\u6709\u5173\u8be6\u7ec6\u4fe1\u606f<\/span>\uff0c\u8bf7\u53c2\u9605<\/span>CONTRIBUTING.md\u6587\u4ef6\u3002<\/span><\/span><\/p>\n

<\/p>\n

<\/p>\n
\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n
\u6587\u6863<\/strong><\/strong><\/p>\n<\/section>\n
\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

<\/p>\n
\u6700\u65b0\u4e0e\u5386\u53f2\u6587\u6863\u6258\u7ba1\u5728 ReadTheDocs \uff08https:\/\/xaitk-saliency.readthedocs.io\/en\/latest\uff09\u4e0a\u3002<\/span><\/p>\n

<\/span><\/p>\n
\u4e5f\u53ef\u5229\u7528 sphinx \u5728\u672c\u5730\u6784\u5efa\u6700\u65b0\u7684\u6587\u6863<\/span><\/p>\n
# Install dependencies<\/span><\/section>
poetry install
<\/span><\/p>
# Navigate to the documentation root.
<\/span><\/p>
cd docs
<\/span><\/p>
# Build the docs.
<\/span><\/p>
poetry run make html
<\/span><\/p>
# Open in your favorite browser!
<\/span><\/p>
firefox _build\/html\/index.html<\/span><\/p><\/pre>\n

<\/section>\n
<\/span><\/p>\n
\n
\n
\n
\n
\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

<\/p>\n
\u7531\u667a\u6e90\u793e\u533a\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e3e\u529e\u7684\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63<\/a>\uff0c<\/span>\u5c06\u4e3b\u8981\u9762\u5411\u4e24\u7c7b\u4eba\u7fa4\uff1a\u5982\u679c\u4f60\u4ece\u4e8b\u8ba1\u7b97\u673a\u76f8\u5173\u65b9\u5411\u7814\u7a76\uff0c\u5e0c\u671b\u4e3a\u4e0d\u540c\u9886\u57df\u5f15\u5165\u65b0\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u901a\u8fc7\u5927\u6570\u636e\u3001\u65b0\u7b97\u6cd5\u5f97\u5230\u65b0\u6210\u679c\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bfb\u4e66\u4f1a\u5404\u4e2a\u9886\u57df\u7684\u6838\u5fc3\u56e0\u679c\u95ee\u9898\u4ecb\u7ecd\u548c\u8bba\u6587\u63a8\u8350\u5feb\u901f\u5165\u624b\uff1b\u5982\u679c\u4f60\u4ece\u4e8b\u5176\u4ed6\u7406\u5de5\u79d1\u6216\u4eba\u6587\u793e\u79d1\u9886\u57df\u7814\u7a76\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6240\u5c5e\u9886\u57df\u7684\u56e0\u679c\u7814\u7a76\u7efc\u8ff0\u4ecb\u7ecd\u548c\u7814\u8ba8\u5df2\u6709\u5de5\u4f5c\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u5728\u81ea\u5df1\u7684\u7814\u7a76\u4e2d\u5feb\u901f\u5f00\u59cb\u5c1d\u8bd5\u90e8\u7f72\u7ed3\u5408\u56e0\u679c\u7684\u7b97\u6cd5\u3002\u8bfb\u4e66\u81ea2021\u5e7410\u670824\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u4e0a\u5348 10:00-12:00\u4e3e\u529e\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba1 2-3 \u4e2a\u6708\u3002<\/span><\/p>\n

<\/p>\n
<\/span><\/a><\/span><\/p>\n

<\/p>\n
\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/p>\n
\u56e0\u679c+X\uff1a\u89e3\u51b3\u591a\u5b66\u79d1\u9886\u57df\u7684\u56e0\u679c\u95ee\u9898 | \u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\u542f\u52a8<\/a><\/span><\/strong><\/span><\/p>\n
\n

<\/p>\n<\/section>\n

<\/p>\n
\n
\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n