{"id":150,"date":"2025-04-28T22:01:45","date_gmt":"2025-04-29T02:01:45","guid":{"rendered":"https:\/\/businessphysics.ai\/?p=150"},"modified":"2025-04-28T22:01:47","modified_gmt":"2025-04-29T02:01:47","slug":"zero-shot-learning-simply-explained","status":"publish","type":"post","link":"https:\/\/businessphysics.ai\/ar\/zero-shot-learning-simply-explained\/","title":{"rendered":"\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 (\u0634\u0631\u062d \u0628\u0633\u064a\u0637)"},"content":{"rendered":"<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"904\" height=\"516\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL.jpeg\" alt=\"\" class=\"wp-image-151\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL.jpeg 904w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL-300x171.jpeg 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL-768x438.jpeg 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL-18x10.jpeg 18w\" sizes=\"auto, (max-width: 904px) 100vw, 904px\" \/><figcaption class=\"wp-element-caption\">\u0627\u0644\u0635\u0648\u0631\u0629 \u0645\u0646: https:\/\/encord.com\/blog\/zero-shot-learning-explained\/<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u0645\u0627 \u0647\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0635\u0641\u0631\u064a (ZSL)\u061f<\/h2>\n\n\n\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0635\u0641\u0631\u064a (ZSL)<\/strong> \u0647\u0648 \u0646\u0647\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 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style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u061f<\/h2>\n\n\n\n<p>\u0643\u0645\u0627 \u0642\u0644\u0646\u0627 \u0633\u0627\u0628\u0642\u064b\u0627\u060c \u062a\u0633\u062a\u062e\u062f\u0645 ZSL \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0645\u0627 \u0631\u0623\u062a\u0647 (\"\u0627\u0644\u0641\u0635\u0648\u0644 \u0627\u0644\u062a\u064a \u0631\u0623\u062a\u0647\u0627\") \u0648\u0645\u0627 \u0644\u0645 \u062a\u0631\u0647 (\"\u0627\u0644\u0641\u0635\u0648\u0644 \u0627\u0644\u062a\u064a \u0644\u0645 \u062a\u0631\u0647\u0627\")\u060c \u0648\u0625\u0644\u064a\u0643 \u0627\u0644\u062a\u0641\u0635\u064a\u0644<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0627\u0644\u0641\u0635\u0648\u0644 \u0627\u0644\u0645\u0634\u0627\u0647\u062f\u0629:<\/strong> \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u064a\u0647\u0627\u060c \u0645\u0639 \u0623\u0645\u062b\u0644\u0629 \u0645\u0635\u0646\u0641\u0629.<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0627\u0644\u0641\u0635\u0648\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629:<\/strong> \u0641\u0626\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0644\u0645 \u064a\u0633\u0628\u0642 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0631\u0624\u064a\u062a\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 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class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f: <\/strong>\u0644\u0627 \u062d\u0627\u062c\u0629 \u0644\u062c\u0645\u0639 \u0648\u062a\u0633\u0645\u064a\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629 \u0644\u0643\u0644 \u0641\u0626\u0629 \u0645\u0645\u0643\u0646\u0629.<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0646\u0627\u062f\u0631\u0629 \u0623\u0648 \u0627\u0644\u062c\u062f\u064a\u062f\u0629:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0623\u0648 \u0627\u0644\u0646\u0627\u062f\u0631\u0629 \u0623\u0648 \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u062f\u0648\u0646 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0638\u0647\u0631 \u0641\u064a\u0647\u0627 \u0641\u0626\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0623\u0648 \u064a\u0635\u0639\u0628 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0635\u0646\u0641\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 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\u0628\u062f\u0648\u0646 \u0635\u0648\u0631 \u0645\u0635\u0646\u0641\u0629.<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629:<\/strong> \u0641\u0647\u0645 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0642\u0627\u0635\u062f \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0646\u0635 \u062f\u0648\u0646 \u0623\u0645\u062b\u0644\u0629 \u0635\u0631\u064a\u062d\u0629.<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a:<\/strong> \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0646\u0627\u062f\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0645\u0639 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0622\u0644\u064a:<\/strong> \u062a\u0648\u0644\u064a\u062f \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0644\u0623\u0646\u0648\u0627\u0639 \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0628\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u062a\u062d\u062f\u064a\u0627\u062a ZSL<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629:<\/strong> \u064a\u0639\u062a\u0645\u062f \u0646\u062c\u0627\u062d \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0645\u062f\u0649 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0633\u0645\u0627\u062a \u0623\u0648 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0644\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u062d\u062f\u0648\u062f \u0627\u0644\u062a\u0639\u0645\u064a\u0645:<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0641\u0626\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0639\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629\u060c \u0641\u0642\u062f \u064a\u0648\u0627\u062c\u0647 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0625\u062c\u0631\u0627\u0621 \u062a\u0646\u0628\u0624\u0627\u062a \u062f\u0642\u064a\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u0645\u0644\u062e\u0635<\/h2>\n\n\n\n<p>\u064a\u064f\u0645\u0643\u0650\u0651\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0635\u0641\u0631\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u0641\u0647\u0645 \u0627\u0644\u0645\u062c\u0647\u0648\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0648\u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0648\u0627\u0644\u0633\u0645\u0627\u062a - \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u062f\u0648\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u062f \u0631\u0623\u062a\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644. \u0648\u0647\u0630\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0643\u062b\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0648\u0641\u0639\u0627\u0644\u064a\u0629 \u0648\u0641\u0627\u0626\u062f\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u062a\u0638\u0647\u0631 \u0641\u064a\u0647 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0641\u0626\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0639\u0631\u0651\u0641 \u0639\u0644\u0649 \u0627\u0644\u0645\u0632\u064a\u062f \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631<\/h3>\n\n\n\n<p style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0622\u064a \u0628\u064a \u0625\u0645:<\/strong> <a href=\"https:\/\/www.ibm.com\/think\/topics\/zero-shot-learning\">https:\/\/www.ibm.com\/think\/topics\/zero-shot-learning<\/a><br><strong>Grammarly<\/strong> <a href=\"https:\/\/www.grammarly.com\/blog\/ai\/what-is-zero-shot-learning\/\">https:\/\/www.grammarly.com\/blog\/ai\/what-is-zero-shot-learning\/<\/a><br><strong>\u0645\u062e\u062a\u0628\u0631\u0627\u062a V7Labs:<\/strong> <a href=\"https:\/\/www.v7labs.com\/blog\/zero-shot-learning-guide\">https:\/\/www.v7labs.com\/blog\/zero-shot-learning-guide<\/a><br><strong>\u0627\u0646\u0643\u0648\u0631\u062f<\/strong> <a href=\"https:\/\/encord.com\/blog\/zero-shot-learning-explained\/\">https:\/\/encord.com\/blog\/zero-shot-learning-explained\/<\/a><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>What is Zero-shot learning (ZSL) ? Zero-shot learning (ZSL) is a machine learning approach that enables models to recognize and categorize things they have never seen before without needing any labeled examples of those new things during training. Unlike supervised learning that require a lot of labeled data, that must be categorized explicitly, ZSL uses [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[34,35],"class_list":["post-150","post","type-post","status-publish","format-standard","hentry","category-ai-article","tag-zero-shot-learning","tag-zsl"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Zero-Shot Learning (Simply Explained) - Business Physics AI Lab<\/title>\n<meta name=\"description\" content=\"What is Zero-Shot Learning ? In this short article, we discuss what it is, how does it work, why is it important and more !\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/businessphysics.ai\/ar\/zero-shot-learning-simply-explained\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Zero-Shot Learning (Simply Explained) - Business Physics AI Lab\" \/>\n<meta property=\"og:description\" content=\"What is Zero-Shot Learning ? In this short article, we discuss what it is, how does it work, why is it important and more !\" \/>\n<meta property=\"og:url\" content=\"https:\/\/businessphysics.ai\/ar\/zero-shot-learning-simply-explained\/\" \/>\n<meta property=\"og:site_name\" content=\"Business Physics AI Lab\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-29T02:01:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-29T02:01:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"904\" \/>\n\t<meta property=\"og:image:height\" content=\"516\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Thomas Bedard\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629\" \/>\n\t<meta name=\"twitter:data1\" content=\"Thomas Bedard\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u062f\u0642\u0627\u0626\u0642\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/\"},\"author\":{\"name\":\"Thomas Bedard\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/person\\\/337b2d796da9445d118014b3f47fd0f9\"},\"headline\":\"Zero-Shot Learning (Simply Explained)\",\"datePublished\":\"2025-04-29T02:01:45+00:00\",\"dateModified\":\"2025-04-29T02:01:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/\"},\"wordCount\":554,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/ZSL.jpeg\",\"keywords\":[\"Zero-Shot Learning\",\"ZSL\"],\"articleSection\":[\"AI Article\"],\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/\",\"name\":\"Zero-Shot Learning (Simply Explained) - Business Physics AI Lab\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/ZSL.jpeg\",\"datePublished\":\"2025-04-29T02:01:45+00:00\",\"dateModified\":\"2025-04-29T02:01:47+00:00\",\"description\":\"What is Zero-Shot Learning ? 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