{"id":9720,"date":"2026-01-14T07:02:37","date_gmt":"2026-01-14T07:02:37","guid":{"rendered":"https:\/\/mailitics.com\/index.php\/2026\/01\/14\/why-your-ml-model-works-in-training-but-fails-in-production\/"},"modified":"2026-01-14T07:02:37","modified_gmt":"2026-01-14T07:02:37","slug":"why-your-ml-model-works-in-training-but-fails-in-production","status":"publish","type":"post","link":"https:\/\/mailitics.com\/index.php\/2026\/01\/14\/why-your-ml-model-works-in-training-but-fails-in-production\/","title":{"rendered":"Why Your ML Model Works in Training But Fails in Production"},"content":{"rendered":"<p>    Why Your ML Model Works in Training But Fails in Production<br \/>\n \t<BR><br \/>\n<BR><\/BR><br \/>\n    <!-- no image --><br \/>\n \t<BR><br \/>\n<BR><\/BR><\/p>\n<div>\n<p>Hard lessons from building production ML systems where data leaks, defaults lie, populations shift, and time does not behave the way we expect.<\/p>\n<p>The post <a href=\"https:\/\/towardsdatascience.com\/why-your-ml-model-works-in-training-but-fails-in-production\/\">Why Your ML Model Works in Training But Fails in Production<\/a> appeared first on <a href=\"https:\/\/towardsdatascience.com\/\">Towards Data Science<\/a>.<\/p>\n<\/div>\n<p> \t<BR><br \/>\n <BR><\/BR><br \/>\n    Sudheer Singamsetty<br \/>\n \t<BR><br \/>\n<BR><\/BR><br \/>\n<a href=\"https:\/\/towardsdatascience.com\/why-your-ml-model-works-in-training-but-fails-in-production\/\">Go to original source<\/a><br \/>\n \t<BR><br \/>\n <BR><\/BR><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Why Your ML Model Works in Training But Fails in Production Hard lessons from building production ML systems where data leaks, defaults lie, populations shift, and time does not behave the way we expect. The post Why Your ML Model Works in Training But Fails in Production appeared first on Towards Data Science. Sudheer Singamsetty [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[62,69,83,1206,70,222,4595],"tags":[859,3553,314],"class_list":["post-9720","post","type-post","status-publish","format-standard","hentry","category-aimldsaimlds","category-artificial-intelligence","category-data-science","category-feature-engineering","category-machine-learning","category-mlops","category-production-ml","tag-ml","tag-production","tag-why"],"_links":{"self":[{"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/posts\/9720"}],"collection":[{"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/comments?post=9720"}],"version-history":[{"count":0,"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/posts\/9720\/revisions"}],"wp:attachment":[{"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/media?parent=9720"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/categories?post=9720"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/tags?post=9720"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}