{"id":4091,"date":"2025-05-26T07:02:23","date_gmt":"2025-05-26T07:02:23","guid":{"rendered":"https:\/\/mailitics.com\/index.php\/2025\/05\/26\/2025_stack_check_which_dsml_tools_am_i_missing\/"},"modified":"2025-05-26T07:02:23","modified_gmt":"2025-05-26T07:02:23","slug":"2025_stack_check_which_dsml_tools_am_i_missing","status":"publish","type":"post","link":"https:\/\/mailitics.com\/index.php\/2025\/05\/26\/2025_stack_check_which_dsml_tools_am_i_missing\/","title":{"rendered":"2025 stack check: which DS\/ML tools am I missing?"},"content":{"rendered":"<p>    2025 stack check: which DS\/ML tools am I missing?<br \/>\n \t<BR><br \/>\n<BR><\/BR><br \/>\n    <!-- no image --><br \/>\n \t<BR><br \/>\n<BR><\/BR><\/p>\n<div>\n<!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p><strong>Hi all,<\/strong><\/p>\n<p>I work in ad-tech, where my job is to improve the product with data-driven algorithms, mostly on tabular datasets (CTR models, bidding, attribution, the usual).<\/p>\n<p>Current work stack (quite classic I guess)<\/p>\n<ul>\n<li>pandas, numpy, scikit-learn, xgboost, statsmodels <\/li>\n<li>PyTorch (light use) <\/li>\n<li>JupyterLab &amp; notebooks <\/li>\n<li>matplotlib, seaborn, plotly for viz <\/li>\n<li>Infra: everything runs on AWS (code is hosted on Github)<\/li>\n<\/ul>\n<p>The news cycle is overflowing with LLM tools, I do use ChatGPT \/ Claude \/ Aider as helpers, but my main concern right now is the core DS\/ML tooling that powers production pipelines.<\/p>\n<p>So,<br \/> What <em>genuinely awesome<\/em> 2024-25 libraries, frameworks, or services should I try, so I don\u2019t get left behind? \ud83d\ude42<br \/> Any recommendations greatly appreciated, thanks!<\/p>\n<\/p><\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/meni_s\"> \/u\/meni_s <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datascience\/comments\/1kuxcok\/2025_stack_check_which_dsml_tools_am_i_missing\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datascience\/comments\/1kuxcok\/2025_stack_check_which_dsml_tools_am_i_missing\/\">[comments]<\/a><\/span>\n<\/div>\n<p> \t<BR><br \/>\n <BR><\/BR><br \/>\n    \/u\/meni_s<br \/>\n \t<BR><br \/>\n<BR><\/BR><br \/>\n<a href=\"https:\/\/www.reddit.com\/r\/datascience\/comments\/1kuxcok\/2025_stack_check_which_dsml_tools_am_i_missing\/\">Go to original source<\/a><br \/>\n \t<BR><br \/>\n <BR><\/BR><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2025 stack check: which DS\/ML tools am I missing? Hi all, I work in ad-tech, where my job is to improve the product with data-driven algorithms, mostly on tabular datasets (CTR models, bidding, attribution, the usual). Current work stack (quite classic I guess) pandas, numpy, scikit-learn, xgboost, statsmodels PyTorch (light use) JupyterLab &amp; notebooks matplotlib, [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[62,99],"tags":[1011,859,2374],"class_list":["post-4091","post","type-post","status-publish","format-standard","hentry","category-aimldsaimlds","category-datascience","tag-ds","tag-ml","tag-stack"],"_links":{"self":[{"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/posts\/4091"}],"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=4091"}],"version-history":[{"count":0,"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/posts\/4091\/revisions"}],"wp:attachment":[{"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/media?parent=4091"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/categories?post=4091"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mailitics.com\/index.php\/wp-json\/wp\/v2\/tags?post=4091"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}