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\u0641\u064a \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0645\u0628\u0643\u0631 \u0639\u0646 \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0648\u062a\u0634\u062e\u064a\u0635\u0647\u0627.<\/li>\n<li>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629: \u064a\u0645\u0643\u0646 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u062a\u062d\u062f\u064a\u062f \u0648\u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062d\u0627\u0644\u0627\u062a \u0634\u0627\u0630\u0629 \u0623\u0648 \u0642\u064a\u0645 \u0645\u062a\u0637\u0631\u0641\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0633\u062a\u0639\u0627\u062f\u0629.<\/li>\n<li>\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0645\u062b\u0644 \u0645\u0639 \u0639\u064a\u0646\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0645\u062d\u062f\u0648\u062f\u0629: \u062a\u0639\u0645\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u0643\u062b\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u0627\u0644\u0635\u0648\u0631 \u0628\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0645\u062b\u0644 \u062d\u062a\u0649 \u0645\u0639 \u0648\u062c\u0648\u062f \u0643\u0645\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u0646 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0634\u0631\u0648\u062d\u0629.<\/li>\n<li>\u062a\u062d\u0631\u064a\u0631 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0627\u062f\u0629: \u064a\u062d\u0631\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u0648\u062a\u0639\u0632\u064a\u0632 \u0623\u062a\u0645\u062a\u0629 \u0645\u0633\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0639\u0627\u062f\u0629. \u064a\u062a\u064a\u062d \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0631\u064a\u0631 \u0646\u062a\u0627\u0626\u062c \u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u062f\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0641\u064a\u062f \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u062e\u0627\u0631\u062c\u0647\u0627.<\/li>\n<\/ol>\n<p><h2>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/h2><\/p>\n<p>\u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0645\u0646 \u062f\u0645\u062c \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0643\u0641\u0627\u0621\u0629 \u0648\u062f\u0642\u0629 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629.<\/p>\n<p>\u064a\u0639\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0645\u062c\u0627\u0644\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646 \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/p>\n<p>\u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0625\u0641\u0627\u062f\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0624\u0643\u062f\u0629 \u0644\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0635\u0646\u0641\u0629 \u0645\u062d\u062f\u0648\u062f\u0629.<\/p>\n<p>\u0648\u0628\u0627\u0644\u0645\u062b\u0644\u060c \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629\u060c \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0641\u064a \u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP)\u060c \u064a\u062a\u0645 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0635\u0646\u0641\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0645\u062b\u0644 \u0645\u0639 \u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629.<\/p>\n<p>\u064a\u062a\u0645\u062a\u0639 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0628\u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u063a\u064a\u0631\u0647\u0627\u060c \u062d\u064a\u062b \u062a\u0639\u062f 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\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>","protected":false},"excerpt":{"rendered":"<p>In the realm of machine learning&#44; Active Learning stands as an innovative framework that revolutionizes training efficiency. By incorporating human input&#44; this approach reduces the need for extensive labeled data&#44; instead focusing on selectively labeling a small portion of the dataset. Leveraging a range of active learning methods&#44; such as stream-based selective sampling and query [&hellip;]<\/p>","protected":false},"author":4,"featured_media":14348,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-13936","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"blocksy_meta":[],"featured_image_urls":{"full":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning.jpg",2240,1260,false],"thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-150x150.jpg",150,150,true],"medium":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-300x169.jpg",300,169,true],"medium_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-768x432.jpg",768,432,true],"large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-1024x576.jpg",1024,576,true],"1536x1536":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-1536x864.jpg",1536,864,true],"2048x2048":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-2048x1152.jpg",2048,1152,true],"trp-custom-language-flag":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-18x10.jpg",18,10,true],"ultp_layout_landscape_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-1200x800.jpg",1200,800,true],"ultp_layout_landscape":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-870x570.jpg",870,570,true],"ultp_layout_portrait":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-600x900.jpg",600,900,true],"ultp_layout_square":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-600x600.jpg",600,600,true],"yarpp-thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/05\/Active-Learning-120x120.jpg",120,120,true]},"post_excerpt_stackable":"<p>In the realm of machine learning&#44; Active Learning stands as an innovative framework that revolutionizes training efficiency. By incorporating human input&#44; this approach reduces the need for extensive labeled data&#44; instead focusing on selectively labeling a small portion of the dataset. Leveraging a range of active learning methods&#44; such as stream-based selective sampling and query synthesis&#44; this framework finds applications across various domains of Artificial Intelligence. However&#44; while Active Learning offers considerable advantages in terms of reducing labeling effort and enhancing model accuracy&#44; its performance benefits may be limited in certain scenarios. This article delves into the concepts&#44; methods&#44; applications&#44;&hellip;<\/p>\n","category_list":"<a href=\"https:\/\/www.datalabelify.com\/ar\/category\/artificial-intelligence\/\" rel=\"category tag\">Artificial intelligence<\/a>","author_info":{"name":"Drew Banks","url":"https:\/\/www.datalabelify.com\/ar\/author\/drewbanks\/"},"comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts\/13936","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/comments?post=13936"}],"version-history":[{"count":2,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts\/13936\/revisions"}],"predecessor-version":[{"id":14155,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts\/13936\/revisions\/14155"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/media\/14348"}],"wp:attachment":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/media?parent=13936"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/categories?post=13936"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/tags?post=13936"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}