{"id":244,"date":"2021-09-02T16:30:00","date_gmt":"2021-09-02T07:30:00","guid":{"rendered":"https:\/\/arithmer.blog\/?p=244"},"modified":"2022-03-08T15:43:54","modified_gmt":"2022-03-08T06:43:54","slug":"quality-assurance-for-machine-learning","status":"publish","type":"post","link":"https:\/\/arithmer.blog\/blog\/quality-assurance-for-machine-learning","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u4fdd\u8a3c"},"content":{"rendered":"\n

\u672c\u8cc7\u6599\u306f2021\u5e749\u67082\u65e5\u306b\u793e\u5185\u5171\u6709\u8cc7\u6599\u3068\u3057\u3066\u5c55\u958b\u3057\u3066\u3044\u305f\u3082\u306e\u3092WEB\u30da\u30fc\u30b8\u5411\u3051\u306b\u30ea\u30cb\u30e5\u30fc\u30a2\u30eb\u3057\u305f\u5185\u5bb9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u25a0Today\u2019s topic<\/strong><\/h3>\n\n\n\n
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\u25a0Problems in testing of machine learning<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Some techniques for software tests<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Problems in test for machine learning model<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n
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\"\"<\/figure>\n\n\n\n

\u25a0Methods of Adversarial Attacks<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Intermediate Summary<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0What is the metamorphic test?<\/strong><\/h3>\n\n\n\n
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\u25a0Examples of metamorphic test<\/strong><\/h3>\n\n\n\n
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\"\"<\/figure>\n\n\n\n

\u25a0Formulation<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Application of metamorphic test<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Metamorphic test in ML model<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Other examples of metamorphic test<\/strong><\/h3>\n\n\n\n
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\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0What is neuron coverage?<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0How to create the high NC test data?<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Application of neuron coverage<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Is neuron coverage meaningful?<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
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\u25a0Minimal adversarial distortion<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Lower bound of adversarial minimum distortion<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n
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\"\"<\/figure>\n\n\n\n

\u25a0Other techniques to find the lower bound<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Can we check the assertion directly?<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Formal verification<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Application of formal verification<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Summary of four testing method<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0Practical viewpoint<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u25a0References<\/strong><\/h3>\n\n\n\n
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\u25a0\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/strong><\/h3>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u4fdd\u8a3c.pdf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u672c\u8cc7\u6599\u306f2021\u5e749\u67082\u65e5\u306b\u793e\u5185\u5171\u6709\u8cc7\u6599\u3068\u3057\u3066\u5c55\u958b\u3057\u3066\u3044\u305f\u3082\u306e\u3092WEB\u30da\u30fc\u30b8\u5411\u3051\u306b\u30ea\u30cb\u30e5\u30fc\u30a2\u30eb\u3057\u305f\u5185\u5bb9\u306b\u306a\u308a\u307e\u3059\u3002 \u25a0Today\u2019s topic \u25a0Problems in testing of machine learn … <\/p>\n","protected":false},"author":3,"featured_media":290,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[20,55,35,54,24],"_links":{"self":[{"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/posts\/244"}],"collection":[{"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=244"}],"version-history":[{"count":10,"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/posts\/244\/revisions"}],"predecessor-version":[{"id":710,"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/posts\/244\/revisions\/710"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=\/wp\/v2\/media\/290"}],"wp:attachment":[{"href":"https:\/\/arithmer.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=244"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=244"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/arithmer.blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=244"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}