{"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\/hi\/zero-shot-learning-simply-explained\/","title":{"rendered":"\u091c\u0940\u0930\u094b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 (\u0938\u0930\u0932 \u0924\u0930\u0940\u0915\u0947 \u0938\u0947 \u0938\u092e\u091d\u093e\u092f\u093e \u0917\u092f\u093e)"},"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\">\u091b\u0935\u093f \u0938\u094d\u0930\u094b\u0924: 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)\">\u091c\u0940\u0930\u094b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 (ZSL) \u0915\u094d\u092f\u093e \u0939\u0948?<\/h2>\n\n\n\n<p><strong>\u091c\u0940\u0930\u094b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 (ZSL)<\/strong> \u092f\u0939 \u090f\u0915 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0939\u0948 \u091c\u094b \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u0909\u0928\u0915\u0947 \u092a\u093e\u0938 \u092e\u094c\u091c\u0942\u0926 \u091a\u0940\u091c\u094b\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0914\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948 <strong>\u092a\u0939\u0932\u0947 \u0915\u092d\u0940 \u0928\u0939\u0940\u0902 \u0926\u0947\u0916\u093e<\/strong> \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0909\u0928 \u0928\u0908 \u091a\u0940\u091c\u093c\u094b\u0902 \u0915\u0947 \u0915\u093f\u0938\u0940 \u092d\u0940 \u0932\u0947\u092c\u0932 \u0935\u093e\u0932\u0947 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u0947 \u092c\u093f\u0928\u093e\u0964 \u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u093f\u0924 \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u091c\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u092c\u0939\u0941\u0924 \u0938\u093e\u0930\u0947 \u0932\u0947\u092c\u0932 \u0935\u093e\u0932\u0947 \u0921\u0947\u091f\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0947 \u0938\u094d\u092a\u0937\u094d\u091f \u0930\u0942\u092a \u0938\u0947 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f, ZSL \u0938\u0939\u093e\u092f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u0948\u0938\u0947 \u0915\u093f <strong>\u0905\u0930\u094d\u0925\u0917\u0924 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917<\/strong> (\u091c\u094b \u0936\u092c\u094d\u0926\u094b\u0902 \u092f\u093e \u0905\u0935\u0927\u093e\u0930\u0923\u093e\u0913\u0902 \u0915\u0947 \u0905\u0930\u094d\u0925 \u0915\u093e \u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0928\u093f\u0930\u0942\u092a\u0923 \u0939\u0948\u0902) \u092f\u093e <strong>\u0917\u0941\u0923<\/strong> (\u0935\u0930\u094d\u0923\u0928\u093e\u0924\u094d\u092e\u0915 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u091c\u0948\u0938\u0947 \u0930\u0902\u0917, \u0906\u0915\u093e\u0930 \u092f\u093e \u0936\u094d\u0930\u0947\u0923\u0940)\u0964<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u091c\u0940\u0930\u094b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u0940 \u0939\u0948?<\/h2>\n\n\n\n<p>\u091c\u0948\u0938\u093e \u0915\u093f \u0939\u092e\u0928\u0947 \u092a\u0939\u0932\u0947 \u0915\u0939\u093e \u0939\u0948, ZSL \u091c\u094b \u0909\u0938\u0928\u0947 \u0926\u0947\u0916\u093e \u0939\u0948 (&quot;\u0926\u0947\u0916\u0940 \u0917\u0908 \u0915\u0915\u094d\u0937\u093e\u090f\u0902&quot;) \u0914\u0930 \u091c\u094b \u0909\u0938\u0928\u0947 \u0928\u0939\u0940\u0902 \u0926\u0947\u0916\u093e \u0939\u0948 (&quot;\u0905\u0928\u0926\u0947\u0916\u0940 \u0915\u0915\u094d\u0937\u093e\u090f\u0902&quot;) \u0915\u0947 \u092c\u0940\u091a \u0915\u0947 \u0905\u0902\u0924\u0930 \u0915\u094b \u092d\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0939\u093e\u092f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u092f\u0939\u093e\u0902 \u0907\u0938\u0915\u093e \u0935\u093f\u0935\u0930\u0923 \u0926\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948:<\/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>\u0926\u0947\u0916\u0940 \u0917\u0908 \u0915\u0915\u094d\u0937\u093e\u090f\u0902:<\/strong> \u092e\u0949\u0921\u0932 \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0936\u094d\u0930\u0947\u0923\u093f\u092f\u093e\u0901, \u0932\u0947\u092c\u0932\u092f\u0941\u0915\u094d\u0924 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925\u0964<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0905\u0926\u0943\u0936\u094d\u092f \u0915\u0915\u094d\u0937\u093e\u090f\u0902:<\/strong> \u0928\u0908 \u0936\u094d\u0930\u0947\u0923\u093f\u092f\u093e\u0901 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u092e\u0949\u0921\u0932 \u0928\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0915\u092d\u0940 \u0928\u0939\u0940\u0902 \u0926\u0947\u0916\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0938\u0939\u093e\u092f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/strong> \u0935\u0930\u094d\u0923\u0928, \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u092f\u093e \u0905\u0930\u094d\u0925 \u0938\u092e\u094d\u092c\u0928\u094d\u0927 \u091c\u094b \u0926\u0947\u0916\u0947 \u0914\u0930 \u0905\u0928\u0926\u0947\u0916\u0947 \u0926\u094b\u0928\u094b\u0902 \u0935\u0930\u094d\u0917\u094b\u0902 \u0915\u093e \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u201c\u091c\u093c\u0947\u092c\u0930\u093e \u0918\u094b\u0921\u093c\u0947 \u091c\u0948\u0938\u093e \u0939\u094b\u0924\u093e \u0939\u0948 \u0932\u0947\u0915\u093f\u0928 \u0909\u0938 \u092a\u0930 \u0927\u093e\u0930\u093f\u092f\u093e\u0901 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u201d)<\/li>\n<\/ul>\n\n\n\n<p><strong>\u0909\u0926\u093e\u0939\u0930\u0923:<\/strong> \u092e\u093e\u0928 \u0932\u0940\u091c\u093f\u090f \u0915\u093f \u0906\u092a\u0928\u0947 \u0905\u092a\u0928\u0947 \u092e\u0949\u0921\u0932 \u0915\u094b \u0918\u094b\u0921\u093c\u094b\u0902 \u0914\u0930 \u092c\u093f\u0932\u094d\u0932\u093f\u092f\u094b\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0906\u092a \u0909\u0938\u0947 \u0915\u092d\u0940 \u091c\u093c\u0947\u092c\u0930\u093e \u0928\u0939\u0940\u0902 \u0926\u093f\u0916\u093e\u0924\u0947\u0964 \u092b\u093f\u0930, \u0906\u092a \u092f\u0939 \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0928\u093e \u0936\u0941\u0930\u0942 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u091c\u093c\u0947\u092c\u0930\u093e \u0915\u0948\u0938\u093e \u0939\u094b\u0924\u093e \u0939\u0948, \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0906\u092a \u0915\u0939 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u091c\u093c\u0947\u092c\u0930\u093e \u090f\u0915 &quot;\u0927\u093e\u0930\u0940\u0926\u093e\u0930 \u0918\u094b\u0921\u093c\u093e&quot; \u0939\u0948, \u092e\u0949\u0921\u0932 \u0918\u094b\u0921\u093c\u094b\u0902 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u091c\u094b \u0915\u0941\u091b \u092d\u0940 \u091c\u093e\u0928\u0924\u093e \u0939\u0948 \u0914\u0930 \u0927\u093e\u0930\u093f\u092f\u094b\u0902 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0928\u0908 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u091c\u093c\u0947\u092c\u0930\u093e \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u092d\u0932\u0947 \u0939\u0940 \u0909\u0938\u0928\u0947 \u092a\u0939\u0932\u0947 \u0915\u092d\u0940 \u091c\u093c\u0947\u092c\u0930\u093e \u0928 \u0926\u0947\u0916\u093e \u0939\u094b\u0964<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u0907\u0938\u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094d\u092f\u093e \u0939\u0948?<\/h2>\n\n\n\n<p>\u091c\u0940\u0930\u094b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u093e \u0939\u0948 <strong>\u0926\u094b \u092e\u0941\u0916\u094d\u092f \u091a\u0930\u0923:<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923:<\/strong> \u092e\u0949\u0921\u0932 \u0915\u094b \u0932\u0947\u092c\u0932 \u0915\u093f\u090f \u0917\u090f \u0921\u0947\u091f\u093e \u0938\u0947 \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u093e \u0924\u093e\u0915\u093f \u0935\u0939 \u092a\u0939\u091a\u093e\u0928 \u0938\u0915\u0947 \u0915\u093f \u0909\u0938\u0947 \u0915\u093f\u0938 \u092a\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937:<\/strong> \u091c\u092c \u092e\u0949\u0921\u0932 \u0915\u094b \u0915\u0941\u091b \u0910\u0938\u093e \u0926\u093f\u0916\u093e\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u093f\u0938\u0947 \u0909\u0938\u0928\u0947 \u092a\u0939\u0932\u0947 \u0928\u0939\u0940\u0902 \u0926\u0947\u0916\u093e \u0939\u0948, \u0924\u094b \u0935\u0939 \u0938\u092e\u093e\u0928\u0924\u093e\u0913\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u093f\u091b\u0932\u0947 \u091a\u0930\u0923 \u0914\u0930 \u0928\u090f \u0909\u0926\u093e\u0939\u0930\u0923 \u0938\u0947 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0938\u0939\u093e\u092f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-right:0;margin-bottom:var(--wp--preset--spacing--20);margin-left:0\">\u092f\u0939 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u094d\u092f\u094b\u0902 \u0939\u0948?<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0938\u092e\u092f \u0914\u0930 \u0938\u0902\u0938\u093e\u0927\u0928 \u0915\u0940 \u092c\u091a\u0924: <\/strong>\u0939\u0930 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0936\u094d\u0930\u0947\u0923\u0940 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u093e\u0932 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u090f\u0915\u0924\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0932\u0947\u092c\u0932 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0928\u0939\u0940\u0902 \u0939\u0948\u0964<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0926\u0941\u0930\u094d\u0932\u092d \u092f\u093e \u0928\u092f\u0947 \u092e\u093e\u092e\u0932\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948:<\/strong> \u092e\u0949\u0921\u0932 \u092c\u093f\u0928\u093e \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0939\u0940 \u0928\u090f, \u0926\u0941\u0930\u094d\u0932\u092d \u092f\u093e \u0909\u092d\u0930\u0924\u0947 \u0935\u0930\u094d\u0917\u094b\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u093e \u0932\u091a\u0940\u0932\u093e\u092a\u0928:<\/strong> \u0909\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948 \u091c\u0939\u093e\u0902 \u0928\u0908 \u0936\u094d\u0930\u0947\u0923\u093f\u092f\u093e\u0902 \u0905\u0915\u094d\u0938\u0930 \u0926\u093f\u0916\u093e\u0908 \u0926\u0947\u0924\u0940 \u0939\u0948\u0902 \u092f\u093e \u0932\u0947\u092c\u0932 \u0915\u093f\u090f \u0917\u090f \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u093e \u0915\u0920\u093f\u0928 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u0948\u0938\u0947 \u0915\u093f \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917, \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923, \u092f\u093e \u0935\u0928\u094d\u092f\u091c\u0940\u0935 \u0928\u093f\u0917\u0930\u093e\u0928\u0940<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u091c\u0940\u0930\u094b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/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>\u091b\u0935\u093f \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923:<\/strong> \u092c\u093f\u0928\u093e \u0932\u0947\u092c\u0932 \u0935\u093e\u0932\u0940 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0947 \u0928\u090f \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u091c\u093e\u0928\u0935\u0930\u094b\u0902 \u092f\u093e \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u093e\u0964<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923:<\/strong> \u0938\u094d\u092a\u0937\u094d\u091f \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u092c\u093f\u0928\u093e \u092a\u093e\u0920 \u092e\u0947\u0902 \u0928\u092f\u0947 \u0935\u093f\u0937\u092f\u094b\u0902 \u092f\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u092e\u091d\u0928\u093e\u0964<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0928\u093f\u0926\u093e\u0928:<\/strong> \u091c\u094d\u091e\u093e\u0924 \u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0935\u093f\u0935\u0930\u0923 \u0914\u0930 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0926\u0941\u0930\u094d\u0932\u092d \u0930\u094b\u0917\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0917\u094d\u0930\u0947\u0921\u093f\u0902\u0917:<\/strong> \u0938\u092e\u093e\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u091c\u094d\u091e\u093e\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0928\u090f \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0905\u0938\u093e\u0907\u0928\u092e\u0947\u0902\u091f \u0915\u0947 \u0932\u093f\u090f \u092b\u0940\u0921\u092c\u0948\u0915 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u093e\u0964<\/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)\">ZSL \u0915\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901<\/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>\u0938\u0939\u093e\u092f\u0915 \u0938\u0942\u091a\u0928\u093e \u0915\u0940 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e:<\/strong> \u092e\u0949\u0921\u0932 \u0915\u0940 \u0938\u092b\u0932\u0924\u093e \u0907\u0938 \u092c\u093e\u0924 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948 \u0915\u093f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u092f\u093e \u0935\u093f\u0935\u0930\u0923, \u0935\u0930\u094d\u0917\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0905\u0902\u0924\u0930 \u0915\u094b \u0915\u093f\u0924\u0928\u0940 \u0905\u091a\u094d\u091b\u0940 \u0924\u0930\u0939 \u0926\u0930\u094d\u0936\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u0938\u0940\u092e\u093e\u090f\u0901:<\/strong> \u092f\u0926\u093f \u0905\u0926\u0943\u0936\u094d\u092f \u0935\u0930\u094d\u0917, \u0926\u0943\u0936\u094d\u092f \u0935\u0930\u094d\u0917\u094b\u0902 \u0938\u0947 \u092c\u0939\u0941\u0924 \u092d\u093f\u0928\u094d\u0928 \u0939\u0948\u0902, \u0924\u094b \u092e\u0949\u0921\u0932 \u0915\u094b \u0938\u091f\u0940\u0915 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u093e\u0902 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0915\u0920\u093f\u0928\u093e\u0908 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/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)\">\u0938\u093e\u0930\u093e\u0902\u0936<\/h2>\n\n\n\n<p>\u091c\u0940\u0930\u094b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u090f\u0906\u0908 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u0930\u093f\u0936\u094d\u0924\u094b\u0902, \u0935\u093f\u0935\u0930\u0923\u094b\u0902 \u0914\u0930 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0915\u0930 \u0905\u091c\u094d\u091e\u093e\u0924 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948-\u091c\u093f\u0938\u0938\u0947 \u0909\u0928\u094d\u0939\u0947\u0902 \u092a\u0939\u0932\u0947 \u0915\u092d\u0940 \u0926\u0947\u0916\u0947 \u092c\u093f\u0928\u093e \u0928\u0908 \u091a\u0940\u091c\u094b\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u090f\u0906\u0908 \u0915\u094b \u0910\u0938\u0940 \u0926\u0941\u0928\u093f\u092f\u093e \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u0928\u0940\u092f, \u0915\u0941\u0936\u0932 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917\u0940 \u092c\u0928\u093e\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u0928\u090f \u0921\u0947\u091f\u093e \u0914\u0930 \u0936\u094d\u0930\u0947\u0923\u093f\u092f\u093e\u0902 \u0932\u0917\u093e\u0924\u093e\u0930 \u0909\u092d\u0930 \u0930\u0939\u0940 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u091c\u0940\u0930\u094b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0947\u0902<\/h3>\n\n\n\n<p style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u0906\u0908\u092c\u0940\u090f\u092e:<\/strong> <a href=\"https:\/\/www.ibm.com\/think\/topics\/zero-shot-learning\">https:\/\/www.ibm.com\/think\/topics\/zero-shot-learning<\/a><br><strong>\u0935\u094d\u092f\u093e\u0915\u0930\u0923:<\/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>\u0935\u09407\u0932\u0948\u092c\u094d\u0938:<\/strong> <a href=\"https:\/\/www.v7labs.com\/blog\/zero-shot-learning-guide\">https:\/\/www.v7labs.com\/blog\/zero-shot-learning-guide<\/a><br><strong>\u090f\u0928\u0915\u0949\u0930\u094d\u0921:<\/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\/hi\/zero-shot-learning-simply-explained\/\" \/>\n<meta property=\"og:locale\" content=\"hi_IN\" \/>\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\/hi\/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=\"\u0926\u094d\u0935\u093e\u0930\u093e \u0932\u093f\u0916\u093f\u0924\" \/>\n\t<meta name=\"twitter:data1\" content=\"Thomas Bedard\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0905\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092a\u0922\u093c\u0928\u0947 \u0915\u093e \u0938\u092e\u092f\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u092e\u093f\u0928\u091f\" \/>\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\":\"hi-IN\",\"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 ? In this short article, we discuss what it is, how does it work, why is it important and more !\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/#breadcrumb\"},\"inLanguage\":\"hi-IN\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"hi-IN\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/#primaryimage\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/ZSL.jpeg\",\"contentUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/ZSL.jpeg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/zero-shot-learning-simply-explained\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/businessphysics.ai\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Zero-Shot Learning (Simply Explained)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#website\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/\",\"name\":\"Business Physics AI Lab\",\"description\":\"About the Founder: Professor Thomas Hormaza Dow fosters an environment where research meets application, and where interns, researchers, and industry leaders collaborate to unlock new frontiers.\",\"publisher\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/businessphysics.ai\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"hi-IN\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#organization\",\"name\":\"Business Physics AI Lab\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"hi-IN\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/business-physics-logo-large-720.jpg\",\"contentUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/business-physics-logo-large-720.jpg\",\"width\":720,\"height\":720,\"caption\":\"Business Physics AI Lab\"},\"image\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/person\\\/337b2d796da9445d118014b3f47fd0f9\",\"name\":\"Thomas Bedard\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"hi-IN\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6b5f80a3d129991d23276ed930ddd1bd960279e44a5e67a61e379b2b130493a9?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6b5f80a3d129991d23276ed930ddd1bd960279e44a5e67a61e379b2b130493a9?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6b5f80a3d129991d23276ed930ddd1bd960279e44a5e67a61e379b2b130493a9?s=96&d=mm&r=g\",\"caption\":\"Thomas Bedard\"},\"url\":\"https:\\\/\\\/businessphysics.ai\\\/hi\\\/author\\\/thomas-bedard\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Zero-Shot Learning (Simply Explained) - Business Physics AI Lab","description":"What is Zero-Shot Learning ? In this short article, we discuss what it is, how does it work, why is it important and more !","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/businessphysics.ai\/hi\/zero-shot-learning-simply-explained\/","og_locale":"hi_IN","og_type":"article","og_title":"Zero-Shot Learning (Simply Explained) - Business Physics AI Lab","og_description":"What is Zero-Shot Learning ? In this short article, we discuss what it is, how does it work, why is it important and more !","og_url":"https:\/\/businessphysics.ai\/hi\/zero-shot-learning-simply-explained\/","og_site_name":"Business Physics AI Lab","article_published_time":"2025-04-29T02:01:45+00:00","article_modified_time":"2025-04-29T02:01:47+00:00","og_image":[{"width":904,"height":516,"url":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL.jpeg","type":"image\/jpeg"}],"author":"Thomas Bedard","twitter_card":"summary_large_image","twitter_misc":{"\u0926\u094d\u0935\u093e\u0930\u093e \u0932\u093f\u0916\u093f\u0924":"Thomas Bedard","\u0905\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092a\u0922\u093c\u0928\u0947 \u0915\u093e \u0938\u092e\u092f":"3 \u092e\u093f\u0928\u091f"},"schema":{"@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":"hi-IN","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 ? In this short article, we discuss what it is, how does it work, why is it important and more !","breadcrumb":{"@id":"https:\/\/businessphysics.ai\/zero-shot-learning-simply-explained\/#breadcrumb"},"inLanguage":"hi-IN","potentialAction":[{"@type":"ReadAction","target":["https:\/\/businessphysics.ai\/zero-shot-learning-simply-explained\/"]}]},{"@type":"ImageObject","inLanguage":"hi-IN","@id":"https:\/\/businessphysics.ai\/zero-shot-learning-simply-explained\/#primaryimage","url":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL.jpeg","contentUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/ZSL.jpeg"},{"@type":"BreadcrumbList","@id":"https:\/\/businessphysics.ai\/zero-shot-learning-simply-explained\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/businessphysics.ai\/"},{"@type":"ListItem","position":2,"name":"Zero-Shot Learning (Simply Explained)"}]},{"@type":"WebSite","@id":"https:\/\/businessphysics.ai\/#website","url":"https:\/\/businessphysics.ai\/","name":"\u092c\u093f\u091c\u0928\u0947\u0938 \u092b\u093f\u091c\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u0932\u0948\u092c","description":"\u0938\u0902\u0938\u094d\u0925\u093e\u092a\u0915 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902: \u092a\u094d\u0930\u094b\u092b\u0947\u0938\u0930 \u0925\u0949\u092e\u0938 \u0939\u094b\u0930\u094d\u092e\u093e\u091c\u093c\u093e \u0921\u0949\u0935 \u090f\u0915 \u0910\u0938\u093e \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u091c\u0939\u093e\u0902 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0914\u0930 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u093e \u092e\u0947\u0932 \u0939\u094b\u0924\u093e \u0939\u0948, \u0914\u0930 \u091c\u0939\u093e\u0902 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0941, \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u0914\u0930 \u0909\u0926\u094d\u092f\u094b\u0917 \u0915\u0947 \u0928\u0947\u0924\u093e \u0928\u090f \u0906\u092f\u093e\u092e \u0916\u094b\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0939\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964","publisher":{"@id":"https:\/\/businessphysics.ai\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/businessphysics.ai\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"hi-IN"},{"@type":"Organization","@id":"https:\/\/businessphysics.ai\/#organization","name":"\u092c\u093f\u091c\u0928\u0947\u0938 \u092b\u093f\u091c\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u0932\u0948\u092c","url":"https:\/\/businessphysics.ai\/","logo":{"@type":"ImageObject","inLanguage":"hi-IN","@id":"https:\/\/businessphysics.ai\/#\/schema\/logo\/image\/","url":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/01\/business-physics-logo-large-720.jpg","contentUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/01\/business-physics-logo-large-720.jpg","width":720,"height":720,"caption":"Business Physics AI Lab"},"image":{"@id":"https:\/\/businessphysics.ai\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/businessphysics.ai\/#\/schema\/person\/337b2d796da9445d118014b3f47fd0f9","name":"\u0925\u0949\u092e\u0938 \u092c\u0947\u0921\u093e\u0930\u094d\u0921","image":{"@type":"ImageObject","inLanguage":"hi-IN","@id":"https:\/\/secure.gravatar.com\/avatar\/6b5f80a3d129991d23276ed930ddd1bd960279e44a5e67a61e379b2b130493a9?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/6b5f80a3d129991d23276ed930ddd1bd960279e44a5e67a61e379b2b130493a9?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/6b5f80a3d129991d23276ed930ddd1bd960279e44a5e67a61e379b2b130493a9?s=96&d=mm&r=g","caption":"Thomas Bedard"},"url":"https:\/\/businessphysics.ai\/hi\/author\/thomas-bedard\/"}]}},"_links":{"self":[{"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/posts\/150","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/comments?post=150"}],"version-history":[{"count":1,"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/posts\/150\/revisions"}],"predecessor-version":[{"id":152,"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/posts\/150\/revisions\/152"}],"wp:attachment":[{"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/media?parent=150"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/categories?post=150"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/businessphysics.ai\/hi\/wp-json\/wp\/v2\/tags?post=150"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}