{"id":32279,"date":"2025-01-17T07:28:12","date_gmt":"2025-01-17T06:28:12","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/looking-for-a-dataset-to-train-a-confidence-detection-model-or-advice-on-building-one-from-scratch\/"},"modified":"2025-01-17T07:28:12","modified_gmt":"2025-01-17T06:28:12","slug":"looking-for-a-dataset-to-train-a-confidence-detection-model-or-advice-on-building-one-from-scratch","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/looking-for-a-dataset-to-train-a-confidence-detection-model-or-advice-on-building-one-from-scratch\/","title":{"rendered":"Looking For A Dataset To Train A Confidence Detection Model (or Advice On Building One From Scratch!)"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>Hey everyone! \ud83d\udc4b I&#8217;m working on a project to detect confidence levels in people&#8217;s speech (think job interviews, public speaking, etc.). I&#8217;m trying to rate confidence on a scale of 1-100 based on things like:<\/p>\n<p>  Voice characteristics (volume, pitch variation) Speaking patterns (pace, fluency, filler words) Visual cues (posture, eye contact, gestures)  <\/p>\n<p>I&#8217;ve been searching but haven&#8217;t found any labeled datasets specifically for confidence scoring. The closest I&#8217;ve found are emotion detection datasets, but that&#8217;s not quite what I need. Two questions:<\/p>\n<p>  Does anyone know of an existing dataset that scores speaker confidence? Even if it&#8217;s not public, knowing it exists would be helpful If not, what would be the best way to build this dataset?  <\/p>\n<p>My biggest concern is making sure the ratings are consistent and meaningful. Should I use multiple raters per video? How many samples would I need for a decent model? Really appreciate any suggestions or tips from people who&#8217;ve worked on similar problems!<\/p>\n<p>Edit: This is part of a larger soft skills analysis project, so if you have experience with similar datasets (public speaking quality, interview performance etc.), I&#8217;d love to hear about those too!<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Fluid-Locksmith3358\"> \/u\/Fluid-Locksmith3358 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1i2odgx\/looking_for_a_dataset_to_train_a_confidence\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1i2odgx\/looking_for_a_dataset_to_train_a_confidence\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-32279 jlk' href='javascript:void(0)' data-task='like' data-post_id='32279' 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-32279 lc'>0<\/span><\/a><\/div><\/div> <div class='status-32279 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>Hey everyone! \ud83d\udc4b I&#8217;m working on a project to detect confidence levels in people&#8217;s speech (think job&#8230;<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-32279","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\/32279","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"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=32279"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/32279\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=32279"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=32279"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=32279"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}