{"id":39668,"date":"2026-03-15T23:27:24","date_gmt":"2026-03-15T22:27:24","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/how-to-split-a-dataset-into-2-to-check-for-generalization-over-memorization\/"},"modified":"2026-03-15T23:27:24","modified_gmt":"2026-03-15T22:27:24","slug":"how-to-split-a-dataset-into-2-to-check-for-generalization-over-memorization","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/how-to-split-a-dataset-into-2-to-check-for-generalization-over-memorization\/","title":{"rendered":"How To Split A Dataset Into 2 To Check For Generalization Over Memorization?"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I wish to ensure that a neural network does generalization rather than memorization. <\/p>\n<p>in terms of using 1 dataset that is a collection of social media chats, would it be sufficent to split it chornologically only so to create 2 datasets?<\/p>\n<p>or something more needs to be done like splitting it into different usernames and channel names being mentioned.<\/p>\n<p>basically I only have 1 dataset but I wish to make 2 datasets out of it so that one is for supervised learning for the model and the other is to check how well the model performs<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Calm_Maybe_4639\"> \/u\/Calm_Maybe_4639 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1rurly0\/how_to_split_a_dataset_into_2_to_check_for\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1rurly0\/how_to_split_a_dataset_into_2_to_check_for\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-39668 jlk' href='javascript:void(0)' data-task='like' data-post_id='39668' data-nonce='65e0e39b87' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-39668 lc'>0<\/span><\/a><\/div><\/div> <div class='status-39668 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I wish to ensure that a neural network does generalization rather than memorization. in terms of using&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-39668","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/39668","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=39668"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/39668\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=39668"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=39668"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=39668"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}