{"id":307,"date":"2022-05-05T13:41:32","date_gmt":"2022-05-05T11:41:32","guid":{"rendered":"https:\/\/kairntech.com\/doc\/?p=307"},"modified":"2025-07-30T09:25:53","modified_gmt":"2025-07-30T07:25:53","slug":"how-to-use-categories-suggestions","status":"publish","type":"post","link":"https:\/\/kairntech.com\/doc\/how-to-use-categories-suggestions\/","title":{"rendered":"How to use category suggestions?"},"content":{"rendered":"\n<p>Start annotating manually, at least 5 or 10 annotations per label.<\/p>\n\n\n\n<p>You may want to continue even after the first appearance of the blue \u201cpop up\u201c announces that suggestions have been computed (see <a href=\"https:\/\/kairntech.com\/doc\/faq\/#suggestions\" target=\"_blank\" rel=\"noreferrer noopener\">What is a suggestion?<\/a>).<\/p>\n\n\n\n<p>The system will observe what is happening and after a while start to&nbsp;<strong>train a first model<\/strong>&nbsp;using your annotation so far in order to calculate \u201c<strong>suggestions<\/strong>\u201d. <\/p>\n\n\n\n<p>After a decent amount of annotations (at least 10 for the simplest scenario): <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Go to the\u00a0<em>Suggestions<\/em> view<\/li>\n\n\n\n<li>The suggested category is presented in <strong>dotted line<\/strong>. <\/li>\n\n\n\n<li><strong>Validate <\/strong>the suggested category by clicking on the chips or select the good one in the label list (<a href=\"https:\/\/kairntech.com\/doc\/how-to-annotate-categories-manually\/\">manual annotation<\/a>).<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"468\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-163-1024x468.png\" alt=\"\" class=\"wp-image-5081\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-163-1024x468.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-163-300x137.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-163-768x351.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-163-1536x702.png 1536w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-163.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Once the category has been accepted or corrected, you have to <strong>validate<\/strong> the document to enrich your dataset with this new document.<\/li>\n\n\n\n<li>Once the document validated, the system will propose you a new document with suggestion. <\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"961\" height=\"513\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-164.png\" alt=\"\" class=\"wp-image-5084\" style=\"width:672px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-164.png 961w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-164-300x160.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-164-768x410.png 768w\" sizes=\"auto, (max-width: 961px) 100vw, 961px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>You can filter (on the left) the list of suggestions on the labels you want to work on in particular!<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"935\" height=\"588\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-165.png\" alt=\"\" class=\"wp-image-5085\" style=\"width:670px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-165.png 935w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-165-300x189.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-165-768x483.png 768w\" sizes=\"auto, (max-width: 935px) 100vw, 935px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Sort suggestions according to their&nbsp;<strong>confidence level score<\/strong>.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"412\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-166-1024x412.png\" alt=\"\" class=\"wp-image-5086\" style=\"width:691px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-166-1024x412.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-166-300x121.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-166-768x309.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/05\/image-166.png 1052w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>While browsing the suggestions and accepting \/ refusing them you will normally be able to&nbsp;<strong>proceed much quicker<\/strong>&nbsp;(generate more good examples &amp; counter examples) than if you were to continue manually.<\/li>\n<\/ul>\n\n\n\n<p>Let&#8217;s move on to the next step:<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-kairntech-documentation wp-block-embed-kairntech-documentation\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"v3U6h7rAXr\"><a href=\"https:\/\/kairntech.com\/doc\/how-to-review-a-dataset\/\">How to review your dataset?<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;How to review your dataset?&#8221; &#8212; Kairntech Documentation\" src=\"https:\/\/kairntech.com\/doc\/how-to-review-a-dataset\/embed\/#?secret=SzLTAkcdxk#?secret=v3U6h7rAXr\" data-secret=\"v3U6h7rAXr\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Start annotating manually, at least 5 or 10 annotations per label. You may want to continue even after the first appearance of the blue \u201cpop up\u201c announces that suggestions have been computed (see What is a suggestion?). The system will observe what is happening and after a while start to&nbsp;train a first model&nbsp;using your annotation [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-307","post","type-post","status-publish","format-standard","hentry","category-getting-started"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to use category suggestions? - Kairntech Documentation<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kairntech.com\/doc\/how-to-use-categories-suggestions\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to use category suggestions? - Kairntech Documentation\" \/>\n<meta property=\"og:description\" content=\"Start annotating manually, at least 5 or 10 annotations per label. 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