{"id":585,"date":"2022-05-07T16:37:14","date_gmt":"2022-05-07T16:37:14","guid":{"rendered":"https:\/\/deel.quebec\/projets\/axe2-certifiabilite\/projet-4\/"},"modified":"2022-11-22T18:28:42","modified_gmt":"2022-11-22T18:28:42","slug":"projet-4","status":"publish","type":"projets","link":"https:\/\/deel.quebec\/en\/projets\/axe2-certifiabilite\/projet-4\/","title":{"rendered":"How do you test your Machine Learning softwares?"},"content":{"rendered":"<h3><b>Studying the Practices of Testing Machine Learning Software in the Wild<\/b><\/h3>\n<h6><span style=\"font-weight: 400;\">EN COURS<\/span><\/h6>\n<p><span style=\"font-weight: 400;\">There is little empirical evidence about the testing strategies used by Machine Learning engineers.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In this project, we perform the first fine-grained empirical study on Machine Learning testing practices in the wild. This study aims at shedding some light on the various testing techniques for Machine Learning based software adopted in practice by the research community. This is achieved by identifying the different properties being tested, the testing strategies employed, as well as their implementation throughout the Machine Learning workflow. Our research therefore aims at highlighting the gaps and limitations of existing Machine Learning testing practices.<\/span><\/p>\n<p><strong>\u00c9quipe du projet<\/strong><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Moses Openja (PhD Student)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Foutse Khomh (Professor)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Zhen Ming (Jack) Jiang (Professor)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Ahmed E. Hassan (Professor)<\/span><\/li>\n<\/ul>\n<p><strong>Datasets used for experiments:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">German<\/span><\/li>\n<li aria-level=\"1\">COMPAS<\/li>\n<li aria-level=\"1\">Adult<\/li>\n<li aria-level=\"1\">Bank<\/li>\n<li aria-level=\"1\">Student performance<\/li>\n<li aria-level=\"1\">Cleveland Heart disease<\/li>\n<li aria-level=\"1\">Credit card default<\/li>\n<\/ul>\n<p><strong>Reference :\u00a0<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/openjamoses\/TOSEM-2021-Replication\">https:\/\/github.com\/openjamoses\/TOSEM-2021-Replication<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"Studying the Practices of Testing Machine Learning Software in the Wild EN COURS There is","protected":false},"featured_media":270,"parent":476,"menu_order":19,"template":"","_links":{"self":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/projets\/585"}],"collection":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/projets"}],"about":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/types\/projets"}],"up":[{"embeddable":true,"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/projets\/476"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/media\/270"}],"wp:attachment":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/media?parent=585"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}