{"id":477334,"date":"2023-08-09T09:11:08","date_gmt":"2023-08-09T09:11:08","guid":{"rendered":""},"modified":"2023-09-05T11:14:31","modified_gmt":"2023-09-05T11:14:31","slug":"generative-ai","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/generative-ai\/","title":{"rendered":"\u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f.\u0906\u0908"},"content":{"rendered":"<h2>\u092a\u0930\u093f\u091a\u092f<\/h2>\n<p>\u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0906\u0930\u094d\u091f\u093f\u092b\u093f\u0936\u093f\u092f\u0932 \u0907\u0902\u091f\u0947\u0932\u093f\u091c\u0947\u0902\u0938 \u0915\u093e \u090f\u0915 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0939\u0948 \u091c\u094b \u092e\u0936\u0940\u0928\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0930\u0942\u092a \u0938\u0947 \u0928\u0908 \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u092c\u0928\u093e\u0928\u0947 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\u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n<p>\u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0915\u0908 \u0924\u0930\u0939 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0932\u0917\u093e\u0924\u093e\u0930 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b \u0930\u0939\u093e \u0939\u0948\u0964 \u0915\u0941\u091b \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u094b\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u0938\u093e\u092e\u0917\u094d\u0930\u0940 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\u092c\u0922\u093c\u093e\u0935\u093e \u092e\u093f\u0932\u0947\u0917\u093e\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092b\u093c\u0947\u0921\u0930\u0947\u091f\u0947\u0921 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 AI<\/strong>\u0935\u093f\u0924\u0930\u093f\u0924 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092e\u0947\u0902 \u0938\u0939\u092f\u094b\u0917\u093e\u0924\u094d\u092e\u0915 \u0936\u093f\u0915\u094d\u0937\u0923, \u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0915\u094b \u0921\u0947\u091f\u093e \u0915\u094b \u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924 \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u0935\u093f\u0935\u093f\u0927 \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u0938\u0947 \u0938\u0940\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0947\u0917\u093e\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0914\u0930 \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e<\/strong>\u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0915\u094b \u0905\u0927\u093f\u0915 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u092a\u094d\u0930\u092f\u093e\u0938\u094b\u0902 \u0938\u0947 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u0940 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0914\u0930 \u0928\u0948\u0924\u093f\u0915 \u0909\u092a\u092f\u094b\u0917 \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932\u0947\u0917\u0940\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0914\u0930 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 AI<\/h2>\n<p>\u091c\u0947\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u090f\u092a\u094d\u0932\u0940\u0915\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0915\u0940 \u0930\u0915\u094d\u0937\u093e \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0914\u0930 \u0907\u0902\u091f\u0930\u0928\u0947\u091f \u0915\u0947 \u092c\u0940\u091a \u092e\u0927\u094d\u092f\u0938\u094d\u0925 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0947 \u0906\u0908\u092a\u0940 \u092a\u0924\u0947 \u0915\u094b \u091b\u093f\u092a\u093e\u0915\u0930 \u0917\u0941\u092e\u0928\u093e\u092e\u0940 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u091c\u0947\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u092e\u0949\u0921\u0932 \u0938\u0947 \u0928\u093f\u092a\u091f\u0928\u0947 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u092f\u0939 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0935\u0947 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0921\u0947\u091f\u093e \u092f\u093e \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u091c\u0947\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u090f\u092a\u094d\u0932\u0940\u0915\u0947\u0936\u0928 \u0915\u0947 \u0938\u093e\u0925 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948 \u0914\u0930 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0909\u0932\u094d\u0932\u0902\u0918\u0928\u094b\u0902 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932 \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/p>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<p>\u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0947 \u0932\u093f\u090f, \u0906\u092a \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<ol>\n<li><a href=\"https:\/\/openai.com\/blog\" target=\"_new\" rel=\"noopener nofollow\">\u0913\u092a\u0928\u090f\u0906\u0908 \u092c\u094d\u0932\u0949\u0917<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1406.2661\" target=\"_new\" rel=\"noopener nofollow\">\u091c\u0947\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0921\u0935\u0930\u094d\u0938\u0947\u0930\u093f\u092f\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (GANs) \u2013 \u0907\u092f\u093e\u0928 \u0917\u0941\u0921\u092b\u0947\u0932\u094b \u0915\u093e \u092a\u0947\u092a\u0930<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1312.6114\" target=\"_new\" rel=\"noopener nofollow\">\u0935\u0948\u0930\u093f\u090f\u0936\u0928\u0932 \u0911\u091f\u094b\u090f\u0928\u0915\u094b\u0921\u0930 (VAE) \u2013 \u0915\u093f\u0902\u0917\u094d\u092e\u093e \u0914\u0930 \u0935\u0947\u0932\u093f\u0902\u0917 \u0915\u093e \u092a\u0947\u092a\u0930<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=5WoItGTWV54\" target=\"_new\" rel=\"noopener nofollow\">\u091c\u0947\u0928\u0930\u0947\u091f\u093f\u0935 \u092e\u0949\u0921\u0932 \u092a\u0930 \u0938\u094d\u091f\u0948\u0928\u092b\u094b\u0930\u094d\u0921 CS231n \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0928<\/a><\/li>\n<\/ol>\n<h2>\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937<\/h2>\n<p>\u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0906\u0930\u094d\u091f\u093f\u092b\u093f\u0936\u093f\u092f\u0932 \u0907\u0902\u091f\u0947\u0932\u093f\u091c\u0947\u0902\u0938 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u091b\u0932\u093e\u0902\u0917 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u092e\u0936\u0940\u0928\u094b\u0902 \u0915\u094b \u092c\u0928\u093e\u0928\u0947, \u0915\u0932\u094d\u092a\u0928\u093e \u0915\u0930\u0928\u0947 \u0914\u0930 \u0928\u0935\u093e\u091a\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0936\u0915\u094d\u0924 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u0914\u0930 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e\u0928\u0947 \u0915\u0940 \u0905\u092a\u0928\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0915\u0947 \u0938\u093e\u0925, \u092f\u0939 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u0940 \u0914\u0930 \u0930\u091a\u0928\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0932\u093f\u090f \u0930\u094b\u092e\u093e\u0902\u091a\u0915 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u0913\u0902 \u0915\u094b \u0916\u094b\u0932\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0915\u093f\u0938\u0940 \u092d\u0940 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u0915\u093e\u0930\u0940 \u0924\u0915\u0928\u0940\u0915 \u0915\u0940 \u0924\u0930\u0939, \u0938\u092e\u093e\u091c \u0915\u0940 \u092c\u0947\u0939\u0924\u0930\u0940 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u0915\u0940 \u092a\u0942\u0930\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0915\u093e \u0926\u094b\u0939\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u091c\u093f\u092e\u094d\u092e\u0947\u0926\u093e\u0930 \u0935\u093f\u0915\u093e\u0938 \u0914\u0930 \u0928\u0948\u0924\u093f\u0915 \u0909\u092a\u092f\u094b\u0917 \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964 OneProxy \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u093f\u090f \u0917\u090f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930, \u091c\u0928\u0930\u0947\u091f\u093f\u0935 AI \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0940 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 AI \u0914\u0930 \u0907\u0938\u0915\u0940 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u094b \u091c\u093f\u092e\u094d\u092e\u0947\u0926\u093e\u0930\u0940 \u0938\u0947 \u0905\u092a\u0928\u093e\u0928\u0947 \u0938\u0947 \u0926\u0941\u0928\u093f\u092f\u093e \u0909\u0928 \u0924\u0930\u0940\u0915\u094b\u0902 \u0938\u0947 \u0906\u0915\u093e\u0930 \u0932\u0947\u0917\u0940, \u091c\u093f\u0928\u0915\u0940 \u0939\u092e \u0915\u0941\u091b \u0938\u093e\u0932 \u092a\u0939\u0932\u0947 \u0924\u0915 \u0915\u0932\u094d\u092a\u0928\u093e \u0939\u0940 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0925\u0947\u0964<\/p>","protected":false},"featured_media":468469,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477334","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Generative AI: Empowering Creativity through Machine Learning<\/mark>","faq_items":[{"question":"What is Generative AI?","answer":"<p>Generative AI is a revolutionary field of artificial intelligence that enables machines to autonomously create new content, such as images, text, and music. It leverages the power of neural networks to learn patterns and structures from existing data, allowing it to generate original and creative works.<\/p>"},{"question":"How did Generative AI originate?","answer":"<p>The concept of Generative AI traces back to the 1960s, with early research on probabilistic models for text generation. However, significant advancements occurred in the 2010s with the development of Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs), which brought Generative AI to the forefront of AI research.<\/p>"},{"question":"How does Generative AI work?","answer":"<p>Generative AI relies on neural networks to create content. For example, GANs consist of a generator that produces synthetic data and a discriminator that distinguishes between real and generated data. Through a competitive process, both networks improve, resulting in the generator producing increasingly realistic content.<\/p>"},{"question":"What are the key features of Generative AI?","answer":"<p>Generative AI stands out for its creativity, data augmentation capabilities, imagination and simulation abilities, domain translation, and innovation in design. It can create diverse and high-quality content, making it an essential tool in various industries.<\/p>"},{"question":"What are the types of Generative AI?","answer":"<p>Generative AI encompasses different models, including Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), Autoregressive Models, Flow-Based Models, and PixelCNN. Each type serves unique purposes, from generating images to producing sequential content like text and music.<\/p>"},{"question":"How can Generative AI be used?","answer":"<p>Generative AI has various applications, such as content generation, data augmentation, anomaly detection, and even drug discovery. It offers endless opportunities for innovation and problem-solving across industries.<\/p>"},{"question":"What are the challenges with Generative AI?","answer":"<p>Generative AI faces challenges like mode collapse (limited variations in output), training complexity (high computational requirements), and ethical concerns, such as the potential misuse of realistic fake content.<\/p>"},{"question":"What does the future hold for Generative AI?","answer":"<p>The future of Generative AI looks promising, with improved realism, interdisciplinary integration, federated learning, and a focus on explainability and transparency. Researchers continuously work to refine existing models and develop new technologies.<\/p>"},{"question":"How do proxy servers relate to Generative AI?","answer":"<p>Proxy servers, like OneProxy, play a significant role in protecting privacy and security while using Generative AI applications. They act as intermediaries, masking the user's IP address, and ensuring data confidentiality, particularly important when dealing with sensitive information.<\/p>"},{"question":"How can I learn more about Generative AI?","answer":"<p>To delve deeper into Generative AI, you can explore resources like the OpenAI Blog, research papers on GANs and VAEs, and informative lectures on the topic, such as the Stanford CS231n lecture on Generative Models.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/477334","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/477334\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/468469"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=477334"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}