{"id":47607,"date":"2024-08-27T08:38:00","date_gmt":"2024-08-27T06:38:00","guid":{"rendered":"https:\/\/neuronup.com\/?p=32297"},"modified":"2024-08-27T08:38:00","modified_gmt":"2024-08-27T06:38:00","slug":"q-learning-from-pavlovs-experiments-to-modern-neurorehabilitation","status":"publish","type":"post","link":"https:\/\/neuronup.com\/ar\/research\/lines-of-research\/q-learning-from-pavlovs-experiments-to-modern-neurorehabilitation\/","title":{"rendered":"Q-learning: \u0645\u0646 \u062a\u062c\u0627\u0631\u0628 \u0628\u0627\u0641\u0644\u0648\u0641 \u0625\u0644\u0649 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0623\u0647\u064a\u0644 \u0627\u0644\u0639\u0635\u0628\u064a \u0627\u0644\u062d\u062f\u064a\u062b"},"content":{"rendered":"\n<p class=\"has-xl-font-size\"><em>\u062a\u0637\u0648\u0631 Q-learning (\u0627\u0644\u062a\u0639\u0644\u0651\u0645 Q \u0628\u0627\u0644\u0639\u0631\u0628\u064a\u0629) \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646\u0630 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0645\u062b\u0644 <\/em><strong><em>\u0627\u0644\u062a\u0639\u0648\u064a\u062f \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a \u0639\u0646\u062f \u0628\u0627\u0641\u0644\u0648\u0641\u060c<\/em><\/strong><em> \u062d\u062a\u0649 \u0623\u0635\u0628\u062d \u0648\u0627\u062d\u062f\u064b\u0627 \u0645\u0646 \u0623\u0647\u0645 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning). \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0633\u0646\u0633\u062a\u0639\u0631\u0636 \u0643\u064a\u0641 \u0643\u0627\u0646 \u062a\u0637\u0648\u0631\u0647 \u0648\u062a\u0637\u0628\u064a\u0642\u0647 \u0641\u064a \u0627\u0644\u062a\u0623\u0647\u064a\u0644 \u0627\u0644\u0639\u0635\u0628\u064a \u0648\u0627\u0644\u062a\u062d\u0641\u064a\u0632 \u0627\u0644\u0645\u0639\u0631\u0641\u064a.<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u062c\u0627\u0631\u0628 \u0628\u0627\u0641\u0644\u0648\u0641<\/h2>\n\n\n\n<p>\u0625\u064a\u0641\u0627\u0646 \u0628\u0627\u0641\u0644\u0648\u0641\u060c \u0639\u0627\u0644\u0645 \u0641\u0633\u064a\u0648\u0644\u0648\u062c\u064a\u0627 \u0631\u0648\u0633\u064a \u0645\u0646 \u0623\u0648\u0627\u062e\u0631 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u062a\u0627\u0633\u0639 \u0639\u0634\u0631\u060c \u0645\u0639\u0631\u0648\u0641 \u0628\u0648\u0636\u0639 \u0623\u0633\u0633 \u0639\u0644\u0645 \u0627\u0644\u0646\u0641\u0633 \u0627\u0644\u0633\u0644\u0648\u0643\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062c\u0627\u0631\u0628\u0647 \u0639\u0644\u0649 <strong>\u0627\u0644\u062a\u0639\u0648\u064a\u062f \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a<\/strong>. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0623\u0638\u0647\u0631 \u0628\u0627\u0641\u0644\u0648\u0641 \u0623\u0646 \u0627\u0644\u0643\u0644\u0627\u0628 \u064a\u0645\u0643\u0646\u0647\u0627 \u0623\u0646 \u062a\u062a\u0639\u0644\u0651\u0645 \u0631\u0628\u0637 \u0645\u0646\u0634\u0637 \u0645\u062d\u0627\u064a\u062f\u060c \u0645\u062b\u0644 \u0635\u0648\u062a \u062c\u0631\u0633\u060c \u0628\u0645\u0646\u0634\u0637 \u063a\u064a\u0631 \u0645\u0634\u0631\u0648\u0637\u060c \u0645\u062b\u0644 \u0627\u0644\u0637\u0639\u0627\u0645\u060c \u0645\u0645\u0627 \u064a\u0633\u062a\u062f\u0639\u064a \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u063a\u064a\u0631 \u0645\u0634\u0631\u0648\u0637\u0629: \u0627\u0644\u0625\u0641\u0631\u0627\u0632 \u0627\u0644\u0644\u0639\u0627\u0628\u064a.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image image-interface\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/08\/neuronup-labs-experimento-pavlov-1024x640.webp\" alt=\"NeuronUP Labs \u062a\u062c\u0627\u0631\u0628 \u0628\u0627\u0641\u0644\u0648\u0641\" class=\"wp-image-32300\" style=\"width:800px;height:auto\"\/><figcaption class=\"wp-element-caption\">\u062a\u062c\u0627\u0631\u0628 \u0628\u0627\u0641\u0644\u0648\u0641. NeuronUP.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u0643\u0627\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0625\u0638\u0647\u0627\u0631 \u0623\u0646 \u0627\u0644\u0633\u0644\u0648\u0643 \u064a\u0645\u0643\u0646 \u0627\u0643\u062a\u0633\u0627\u0628\u0647 \u0628\u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637\u060c \u0648\u0647\u0648 \u0645\u0641\u0647\u0648\u0645 \u062d\u0627\u0633\u0645 \u0623\u062b\u0631 \u0644\u0627\u062d\u0642\u064b\u0627 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0646\u0638\u0631\u064a\u0627\u062a <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632<\/strong>.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0646\u0638\u0631\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632<\/h2>\n\n\n\n<p>\u062a\u0631\u0643\u0632 \u0647\u0630\u0647 \u0627\u0644\u0646\u0638\u0631\u064a\u0627\u062a \u0639\u0644\u0649 \u0643\u064a\u0641 \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0634\u0631 \u0648\u0627\u0644\u062d\u064a\u0648\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0645\u0646 \u0639\u0648\u0627\u0642\u0628 \u0623\u0641\u0639\u0627\u0644\u0647\u0645\u060c \u0648\u0647\u0648 \u0645\u0627 \u0643\u0627\u0646 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0641\u064a \u062a\u0635\u0645\u064a\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 <strong>Q-learning<\/strong>.<\/p>\n\n\n\n<p>\u0647\u0646\u0627\u0643 \u0628\u0639\u0636 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u0646\u0623\u0644\u0641\u0647\u0627 \u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0627\u0628\u0639\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0648\u0643\u064a\u0644 (Agente): <\/strong>\u0627\u0644\u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0641\u0639\u0644.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0628\u064a\u0626\u0629 (Ambiente): <\/strong>\u0627\u0644\u0648\u0633\u0637 \u0627\u0644\u0630\u064a \u064a\u062a\u062d\u0631\u0643 \u0641\u064a\u0647 \u0627\u0644\u0648\u0643\u064a\u0644 \u0648\u064a\u062a\u0641\u0627\u0639\u0644 \u0645\u0639\u0647.&nbsp;<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062d\u0627\u0644\u0629 (Estado):<\/strong> \u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u062d\u0627\u0644\u064a \u0644\u0644\u0628\u064a\u0626\u0629.&nbsp;<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0641\u0639\u0644 (Acci\u00f3n):<\/strong> \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0645\u0643\u0646\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u062e\u0630\u0647\u0627 \u0627\u0644\u0648\u0643\u064a\u0644.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0643\u0627\u0641\u0623\u0629 (Recompensa): <\/strong>\u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a \u0627\u0644\u062a\u064a \u062a\u064f\u0645\u0646\u062d \u0644\u0644\u0648\u0643\u064a\u0644.<\/li>\n<\/ul>\n\n\n\n<p>\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u064a\u062a\u062e\u0630 \u0627\u0644\u0648\u0643\u064a\u0644 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0629\u060c \u0648\u064a\u062a\u0644\u0642\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0639\u0644\u0649 \u0634\u0643\u0644 \u0645\u0643\u0627\u0641\u0623\u0629\/\u0639\u0642\u0627\u0628 \u0648\u064a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0644\u062a\u0639\u062f\u064a\u0644 \u0633\u0644\u0648\u0643\u0647 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image image-interface\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/08\/neuronup-labs-teoria-aprendizaje-por-refuerzo-1024x597.webp\" alt=\"\" class=\"wp-image-32301\"\/><figcaption class=\"wp-element-caption\">\u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632. NeuronUP.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u062a\u062c\u0631\u0628\u0629 \u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0647\u064a \u062a\u062c\u0631\u0628\u0629 <strong>\u0635\u0646\u062f\u0648\u0642 \u0633\u0643\u064a\u0646\u0631<\/strong>\u060c \u0627\u0644\u062a\u064a \u0623\u062c\u0631\u0627\u0647\u0627 \u0639\u0627\u0644\u0645 \u0627\u0644\u0646\u0641\u0633 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a \u0628\u0648\u0631\u0647\u0633 \u0641\u0631\u064a\u062f\u0631\u064a\u0643 \u0633\u0643\u064a\u0646\u0631 \u0639\u0627\u0645 1938. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062a\u062c\u0631\u0628\u0629\u060c \u0623\u0638\u0647\u0631 \u0633\u0643\u064a\u0646\u0631 \u0623\u0646 \u0627\u0644\u0641\u0626\u0631\u0627\u0646 \u064a\u0645\u0643\u0646\u0647\u0627 \u0623\u0646 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0636\u063a\u0637 \u0639\u0644\u0649 \u0631\u0627\u0641\u0639\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0637\u0639\u0627\u0645\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a \u0643\u0648\u0633\u064a\u0644\u0629 \u0644\u062a\u0634\u0643\u064a\u0644 \u0627\u0644\u0633\u0644\u0648\u0643.&nbsp;<\/p>\n\n\n\n<p>\u062a\u062a\u0623\u0644\u0641 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0645\u0646 \u0648\u0636\u0639 \u0641\u0623\u0631 \u0641\u064a \u0635\u0646\u062f\u0648\u0642 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0631\u0627\u0641\u0639\u0629 \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u0636\u063a\u0637 \u0639\u0644\u064a\u0647\u0627\u060c \u0648\u0645\u0648\u0632\u0639 \u0637\u0639\u0627\u0645\u060c \u0648\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0636\u0648\u0621 \u0648\u0645\u0643\u0628\u0631 \u0635\u0648\u062a.&nbsp;<\/p>\n\n\n\n<p>\u0641\u064a \u0643\u0644 \u0645\u0631\u0629 \u064a\u0636\u063a\u0637 \u0641\u064a\u0647\u0627 \u0627\u0644\u0641\u0623\u0631 \u0639\u0644\u0649 \u0627\u0644\u0631\u0627\u0641\u0639\u0629\u060c \u064a\u064f\u0641\u0644\u062a \u062d\u0628\u0629 \u0637\u0639\u0627\u0645 \u0641\u064a \u0627\u0644\u0645\u0648\u0632\u0639. \u064a\u0639\u0645\u0644 \u0627\u0644\u0637\u0639\u0627\u0645 \u0643\u0645\u0643\u0627\u0641\u0623\u0629 \u0625\u064a\u062c\u0627\u0628\u064a\u0629\u060c \u0645\u0643\u0627\u0641\u0623\u0629 \u0639\u0644\u0649 \u0627\u0644\u0636\u063a\u0637 \u0639\u0644\u0649 \u0627\u0644\u0631\u0627\u0641\u0639\u0629. \u0645\u0639 \u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a\u060c \u0633\u064a\u0628\u062f\u0623 \u0627\u0644\u0641\u0623\u0631 \u0628\u0627\u0644\u0636\u063a\u0637 \u0639\u0644\u0649 \u0627\u0644\u0631\u0627\u0641\u0639\u0629 \u0628\u062a\u0643\u0631\u0627\u0631 \u0623\u0643\u0628\u0631\u060c \u0645\u0645\u0627 \u064a\u062f\u0644 \u0639\u0644\u0649 \u0623\u0646\u0647 \u062a\u0639\u0644\u0645 \u0627\u0644\u0633\u0644\u0648\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0632\u064a\u0632.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image image-interface\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/08\/neuronup-labs-caja-de-skinner-1024x512.webp\" alt=\"\" class=\"wp-image-32302\"\/><figcaption class=\"wp-element-caption\">\u0635\u0646\u062f\u0648\u0642 \u0633\u0643\u064a\u0646\u0631. NeuronUP.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0643\u0623\u0633\u0627\u0633 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a <strong>\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629<\/strong> \u0645\u062b\u0644 <strong>Q-learning<\/strong>\u060c \u0627\u0644\u0630\u064a \u064a\u0633\u0645\u062d \u0644\u0644\u0622\u0644\u0627\u062a \u0628\u062a\u0639\u0644\u0645 \u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0645\u062b\u0644\u0649 \u0628\u0634\u0643\u0644 \u0630\u0627\u062a\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0627 \u0647\u0648 Q-learning\u061f<\/h2>\n\n\n\n<p>\u0642\u062f\u0645 Q-learning <strong>\u0643\u0631\u064a\u0633\u062a\u0648\u0641\u0631 \u0648\u0627\u062a\u0643\u064a\u0646\u0632<\/strong> \u0641\u064a \u0639\u0627\u0645 1989 \u0643\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632. \u062a\u062a\u064a\u062d \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0644\u0648\u0643\u064a\u0644 \u0623\u0646 \u064a\u062a\u0639\u0644\u0645 \u0642\u064a\u0645\u0629 \u0627\u0644\u0623\u0641\u0639\u0627\u0644 \u0641\u064a \u062d\u0627\u0644\u0629 \u0645\u0639\u064a\u0646\u0629\u060c \u0645\u062d\u062f\u062b\u064b\u0627 \u0645\u0639\u0631\u0641\u062a\u0647 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062e\u0628\u0631\u0629\u060c \u062a\u0645\u0627\u0645\u064b\u0627 \u0643\u0645\u0627 \u0641\u064a \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0641\u0623\u0631 \u0641\u064a \u0635\u0646\u062f\u0648\u0642 \u0633\u0643\u064a\u0646\u0631.<\/p>\n\n\n\n<p>\u0639\u0644\u0649 \u0639\u0643\u0633 \u062a\u062c\u0627\u0631\u0628 \u0628\u0627\u0641\u0644\u0648\u0641 \u0627\u0644\u062a\u064a \u0643\u0627\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0641\u064a\u0647\u0627 \u0642\u0627\u0626\u0645\u064b\u0627 \u0639\u0644\u0649 \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0628\u0633\u064a\u0637\u0629\u060c \u064a\u0633\u062a\u062e\u062f\u0645 Q-learning \u0637\u0631\u064a\u0642\u0629 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623. \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0648\u0643\u064a\u0644 \u0623\u0641\u0639\u0627\u0644\u064b\u0627 \u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u064a\u062d\u062f\u0651\u062b <strong>\u062c\u062f\u0648\u0644<\/strong> <strong>Q<\/strong> \u0627\u0644\u0630\u064a \u064a\u062e\u0632\u0646 \u0642\u064a\u0645 Q\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0645\u062b\u0644 \u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0623\u0641\u0636\u0644 \u0641\u0639\u0644 \u0641\u064a \u062d\u0627\u0644\u0629 \u0645\u062d\u062f\u062f\u0629.<\/p>\n\n\n\n<p>\u064a\u064f\u0637\u0628\u0642 Q-learning \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0645\u062b\u0644 \u0646\u0638\u0645 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 (\u0643\u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 Netflix \u0623\u0648 Spotify)\u060c \u0641\u064a \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u062a\u064a\u0629 (\u0643\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0623\u0648 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a) \u0648\u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f. \u0627\u0644\u0622\u0646 \u0633\u0646\u0633\u062a\u0639\u0631\u0636 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0623\u0647\u064a\u0644 \u0627\u0644\u0639\u0635\u0628\u064a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Q-learning \u0648 NeuronUP<\/h2>\n\n\n\n<p>\u0645\u0646 \u0645\u0632\u0627\u064a\u0627 <strong>NeuronUP<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0648\u0641\u0642 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u062a\u062e\u0635\u064a\u0635 \u0643\u0644 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\u0627\u0644\u0646\u0634\u0627\u0637 \u0628\u0646\u062c\u0627\u062d.&nbsp;<\/p>\n\n\n\n<p>\u064a\u062a\u064a\u062d Q-learning \u0644\u0644\u0648\u0643\u064a\u0644 \u062a\u062c\u0631\u0628\u0629 \u0623\u0641\u0639\u0627\u0644 \u0645\u062a\u0646\u0648\u0639\u0629 \u0628\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0628\u064a\u0626\u062a\u0647\u060c \u0648\u062a\u0644\u0642\u064a \u0645\u0643\u0627\u0641\u0622\u062a \u0623\u0648 \u0639\u0642\u0648\u0628\u0627\u062a\u060c \u0648\u062a\u062d\u062f\u064a\u062b \u062c\u062f\u0648\u0644 Q \u0627\u0644\u0630\u064a \u064a\u062e\u0632\u0646 \u0647\u0630\u0647 \u0642\u064a\u0645 Q. \u062a\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0639\u0646\u062f \u0627\u062a\u062e\u0627\u0630 \u0623\u0641\u0636\u0644 \u0641\u0639\u0644 \u0641\u064a \u062d\u0627\u0644\u0629 \u0645\u0639\u064a\u0646\u0629.&nbsp;<\/p>\n\n\n\n<p>\u0642\u0627\u0639\u062f\u0629 \u062a\u062d\u062f\u064a\u062b Q-learning \u0647\u064a \u0643\u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n\\[Q(s,a) \\leftarrow Q(s,a) + \\alpha\\bigl(r + \\gamma \\cdot \\max_{a&#8217;}\\bigl(Q(s&#8217;,a&#8217;)\\bigr) &#8211; Q(s,a)\\bigr)\\]\n\n\n\n<p>\u062d\u064a\u062b:<\/p>\n\n\n\n<p>\ud835\udec2 &#8211; \u0647\u0648 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0651\u0645.<\/p>\n\n\n\n<p><strong>r<\/strong> &#8211; \u0647\u064a \u0627\u0644\u0645\u0643\u0627\u0641\u0623\u0629 \u0627\u0644\u0645\u0633\u062a\u0644\u0645\u0629 \u0628\u0639\u062f \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0641\u0639\u0644 <strong>a<\/strong> \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0629 <strong>s.<\/strong><\/p>\n\n\n\n<p>\ud835\udec4 &#8211; \u0647\u0648 \u0639\u0627\u0645\u0644 \u0627\u0644\u062e\u0635\u0645\u060c \u0627\u0644\u0630\u064a \u064a\u0645\u062b\u0644 \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/p>\n\n\n\n<p><strong>s\u2019<\/strong> &#8211; \u0647\u064a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n<p>\\(\\max_{a&#8217;}\\bigl(Q(s&#8217;,a&#8217;)\\bigr)\\) &#8211; \u0647\u064a \u0642\u064a\u0645\u0629 Q \u0627\u0644\u0639\u0638\u0645\u0649 \u0644\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 <strong>s\u2019<\/strong>.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<aside class=\"wp-block-group br-0111 has-primary-background-color has-background has-dark-background has-sm-padding-top has-sm-padding-left has-sm-padding-right has-xxl-margin-top\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full desktop-position-absolute desktop-bottom-0 mobile-width-50 mobile-m-inline-auto has-xl-margin-top\"><img decoding=\"async\" width=\"292\" height=\"338\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/10\/shahadat-al-muntaj.webp\" alt=\"\" class=\"wp-image-31568\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/10\/shahadat-al-muntaj-259x300.webp 259w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/10\/shahadat-al-muntaj.webp 292w\" sizes=\"(max-width: 292px) 100vw, 292px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-white-color has-text-color\"><strong>\u0627\u0634\u062a\u0631\u0643<\/strong> <br>\u0641\u064a <br>\u0627\u0644\u0646\u0634\u0631\u0629 \u0627\u0644\u0625\u062e\u0628\u0627\u0631\u064a\u0629 \u0644\u062f\u064a\u0646\u0627<\/h2>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button--1\" style=\"--button-outline-color:var(--color-white);--button-outline-color-hover:rgba(0,0,0,0.8);\"><a class=\"wp-block-button__link button button-outline   wp-element-button\" href=\"https:\/\/neuronup.com\/ar\/newsletter\/\">\u0627\u0634\u062a\u0631\u0643 \u0627\u0644\u0622\u0646<\/a><\/div>\n\n<\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n<\/div><\/aside>\n\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u062b\u0627\u0644 \u0644\u062a\u0637\u0628\u064a\u0642 \u0641\u064a \u0646\u0634\u0627\u0637 \u0645\u0646 NeuronUP<\/h3>\n\n\n\n<p>\u0644\u0646\u0623\u062e\u0630 \u0646\u0634\u0627\u0637 NeuronUP \u0627\u0644\u0645\u0633\u0645\u0649 &#8220;Im\u00e1genes revueltas&#8221; \u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0647\u0627\u0631\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u062e\u0637\u064a\u0637\u060c \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0627\u0643\u0633\u064a\u0629 \u0627\u0644\u0628\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629. \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0646\u0634\u0627\u0637\u060c \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062d\u0644 \u0644\u063a\u0632 \u062a\u0645 \u062e\u0644\u0637\u0647 \u0648\u062a\u0642\u0637\u064a\u0639\u0647 \u0625\u0644\u0649 \u0642\u0637\u0639.&nbsp;<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image image-interface\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/neuronup.com\/wp-content\/uploads\/2021\/09\/Actividades-NeuronUP-Imagenes-revueltas-Musicos-1024x576.webp\" alt=\"\" class=\"wp-image-45487\" style=\"width:800px;height:auto\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/09\/Actividades-NeuronUP-Imagenes-revueltas-Musicos-300x169.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/09\/Actividades-NeuronUP-Imagenes-revueltas-Musicos-768x432.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/09\/Actividades-NeuronUP-Imagenes-revueltas-Musicos-1024x576.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/09\/Actividades-NeuronUP-Imagenes-revueltas-Musicos.webp 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u0646\u0634\u0627\u0637 NeuronUP &#8220;Im\u00e1genes revueltas&#8221;. NeuronUP.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062f\u062f \u0635\u0639\u0648\u0628\u0629 \u0647\u0630\u0627 \u0627\u0644\u0646\u0634\u0627\u0637 \u0647\u064a \u062d\u062c\u0645 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629 (\u0639\u062f\u062f \u0627\u0644\u0635\u0641\u0648\u0641 \u0648\u0627\u0644\u0623\u0639\u0645\u062f\u0629) \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0642\u064a\u0645\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u062e\u0644\u0637 \u0627\u0644\u0642\u0637\u0639 (\u0645\u0646\u062e\u0641\u0636\u060c \u0645\u062a\u0648\u0633\u0637\u060c \u0639\u0627\u0644\u064a \u0623\u0648 \u0639\u0627\u0644\u064a \u062c\u062f\u064b\u0627).&nbsp;<\/p>\n\n\n\n<p>\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0648\u0643\u064a\u0644 \u0639\u0644\u0649 \u062d\u0644 \u0627\u0644\u0644\u063a\u0632\u060c \u062a\u0645 \u0625\u0646\u0634\u0627\u0621 <strong>\u0645\u0635\u0641\u0648\u0641\u0629 \u0645\u0643\u0627\u0641\u0622\u062a<\/strong> \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0639\u062f\u062f \u0627\u0644\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062d\u0644\u0647\u060c \u0648\u0627\u0644\u0645\u0639\u0631\u0651\u0641\u0629 \u0628\u0627\u0644\u0635\u064a\u063a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n\n\n\n\\[\\mathrm{Min\\_Attempts} \\;=\\;\\left\\lceil \\frac{\\mathrm{factor} * \\mathrm{rows} * \\mathrm{columns}}{5}\\right\\rceil,\\quad \\mathrm{factor}\\in\\{1,3,5,7\\}\\]\n\n\n\n<p>\u062a\u0639\u062a\u0645\u062f \u0645\u062a\u063a\u064a\u0631\u0627\u062a factor \u0639\u0644\u0649 \u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629. \u0628\u0639\u062f \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629\u060c \u0637\u064f\u0628\u0651\u0642 \u062e\u0648\u0627\u0631\u0632\u0645 Q-learning \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0648\u0643\u064a\u0644 \u0639\u0644\u0649 \u062d\u0644 \u0627\u0644\u0644\u063a\u0632 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627.&nbsp;<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u0643\u0627\u0645\u0644:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0642\u064a\u0645\u0629 Q:<\/strong> \u062a\u0642\u0648\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 \u0628\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0642\u064a\u0645\u0629 Q \u0644\u0632\u0648\u062c \u062d\u0627\u0644\u0629-\u0641\u0639\u0644 \u0645\u0646 \u062c\u062f\u0648\u0644 Q. \u0625\u0630\u0627 \u0644\u0645 \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0632\u0648\u062c \u0627\u0644\u062d\u0627\u0644\u0629-\u0627\u0644\u0641\u0639\u0644 \u0645\u0646 \u0642\u0628\u0644\u060c \u062a\u064f\u0639\u064a\u062f 0. \u062a\u0628\u062d\u062b \u0647\u0630\u0647 \u0627\u0644\u062f\u0627\u0644\u0629 \u0639\u0646 \u0627\u0644\u0645\u0643\u0627\u0641\u0623\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0639\u0646\u062f \u0627\u062a\u062e\u0627\u0630 \u0641\u0639\u0644 \u0645\u0639\u064a\u0651\u0646 \u0641\u064a \u062d\u0627\u0644\u0629 \u0645\u0639\u064a\u0651\u0646\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u062f\u064a\u062b \u0642\u064a\u0645\u0629 Q: <\/strong>\u062a\u0642\u0648\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 \u0628\u062a\u062d\u062f\u064a\u062b \u0642\u064a\u0645\u0629 Q \u0644\u0632\u0648\u062c \u062d\u0627\u0644\u0629-\u0641\u0639\u0644 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u0643\u0627\u0641\u0623\u0629 \u0627\u0644\u0645\u0633\u062a\u0644\u0645\u0629 \u0648\u0642\u064a\u0645\u0629 Q \u0627\u0644\u0639\u0638\u0645\u0649 \u0644\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629. \u062a\u0646\u0641\u0651\u0630 \u0647\u0630\u0647 \u0627\u0644\u062f\u0627\u0644\u0629 \u0642\u0627\u0639\u062f\u0629 \u062a\u062d\u062f\u064a\u062b Q-learning \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647.<\/li>\n\n\n\n<li><strong>\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0628\u0634\u0623\u0646 \u0627\u0644\u0641\u0639\u0644 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0627\u062a\u062e\u0627\u0630\u0647:<\/strong> \u062a\u0642\u0631\u0631 \u0627\u0644\u062f\u0627\u0644\u0629 \u0623\u064a \u0641\u0639\u0644 \u062a\u064f\u062a\u062e\u0630 \u0641\u064a \u062d\u0627\u0644\u0629 \u0645\u0639\u064a\u0651\u0646\u0629\u060c \u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 <strong>epsilon-greedy<\/strong>. \u062a\u0648\u0627\u0632\u0646 \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0648\u0627\u0644\u0627\u0633\u062a\u063a\u0644\u0627\u0644:&nbsp;\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641: <\/strong>\u064a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0641\u0636\u0644 \u0641\u0639\u0644 \u0645\u0639\u0631\u0648\u0641 \u062d\u062a\u0649 \u0627\u0644\u0622\u0646. \u0628\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u03b5 (\u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u060c \u0642\u064a\u0645\u0629 \u0628\u064a\u0646 0 \u06481 \u062a\u062d\u062f\u062f \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0623\u0641\u0639\u0627\u0644 \u062c\u062f\u064a\u062f\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0627\u0644\u0623\u0641\u0639\u0627\u0644 \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629)\u060c \u064a\u064f\u062e\u062a\u0627\u0631 \u0641\u0639\u0644 \u0639\u0634\u0648\u0627\u0626\u064a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0641\u0639\u0627\u0644 \u0642\u062f \u062a\u0643\u0648\u0646 \u0623\u0641\u0636\u0644.&nbsp;<\/li>\n\n\n\n<li><strong>&nbsp;\u0627\u0644\u0627\u0633\u062a\u063a\u0644\u0627\u0644:<\/strong> \u064a\u062a\u0643\u0648\u0646 \u0645\u0646 \u062a\u062c\u0631\u0628\u0629 \u0623\u0641\u0639\u0627\u0644 \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0646 \u0627\u0644\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0639\u0631\u0648\u0641 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0642\u062f \u062a\u0642\u062f\u0645 \u0645\u0643\u0627\u0641\u0622\u062a \u0623\u0641\u0636\u0644 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644. \u0628\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 1\u2212\u03b5\u060c \u064a\u062e\u062a\u0627\u0631 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0641\u0639\u0644 \u0627\u0644\u0630\u064a \u0644\u0647 \u0623\u0639\u0644\u0649 \u0642\u064a\u0645\u0629 Q \u0644\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629\u060c \u0645\u0633\u062a\u062e\u062f\u0645\u064b\u0627 \u0645\u0639\u0631\u0641\u062a\u0647 \u0627\u0644\u0645\u062a\u0639\u0644\u0651\u0645\u0629: <em>a&#8217; = argmaxaQ(s,a).<\/em> \u062d\u064a\u062b <strong>a\u2019<\/strong> \u0647\u0648 \u0627\u0644\u0641\u0639\u0644 \u0627\u0644\u0630\u064a \u064a\u064f\u0639\u0638\u0651\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>Q<\/strong> \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0629 <strong>s<\/strong> \u0627\u0644\u0645\u0639\u0637\u0627\u0629. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647\u060c \u0628\u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u062d\u0627\u0644\u0629 <strong>s<\/strong>\u060c \u0627\u062e\u062a\u064e\u0631 \u0627\u0644\u0641\u0639\u0644 a \u0627\u0644\u0630\u064a \u0644\u0647 \u0623\u0639\u0644\u0649 \u0642\u064a\u0645\u0629 <strong>Q<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0627\u0644 \u0645\u0639\u064b\u0627 \u0644\u062a\u0645\u0643\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 Q-learning \u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0645\u062b\u0644\u0649 \u0644\u062d\u0644 \u0627\u0644\u0644\u063a\u0632.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u062d\u0644\u064a\u0644 \u0623\u0648\u0644\u064a \u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645<\/h3>\n\n\n\n<p>\u0637\u064f\u0628\u0651\u0642 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645 \u0639\u0644\u0649 \u0644\u063a\u0632 \u0628\u0645\u0635\u0641\u0648\u0641\u0629 2&#215;3 \u0645\u0639 \u0639\u0627\u0645\u0644 \u0635\u0639\u0648\u0628\u0629 \u0642\u064a\u0645\u062a\u0647&nbsp; 1 (\u0645\u0646\u062e\u0641\u0636)\u060c \u0645\u0645\u0627 \u064a\u0639\u0627\u062f\u0644 \u0639\u062f\u062f\u064b\u0627 \u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0627\u062a \u064a\u0633\u0627\u0648\u064a 2. \u0634\u064f\u063a\u0651\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0644\u063a\u0632 20 \u0645\u0631\u0629\u060c \u0645\u0639 \u062a\u0637\u0628\u064a\u0642 \u0646\u0641\u0633 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062e\u0644\u0637 \u0641\u064a \u0643\u0644 \u0645\u0631\u0629 \u0648\u062a\u062d\u062f\u064a\u062b \u062c\u062f\u0648\u0644 Q \u0628\u0639\u062f \u0643\u0644 \u062e\u0637\u0648\u0629. \u0628\u0639\u062f 20 \u062a\u0646\u0641\u064a\u0630\u064b\u0627\u060c \u062e\u064f\u0644\u0637 \u0627\u0644\u0644\u063a\u0632 \u0641\u064a \u0625\u0639\u062f\u0627\u062f \u0645\u062e\u062a\u0644\u0641 \u0648\u062a\u0643\u0631\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u0645\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 2000 \u062a\u0643\u0631\u0627\u0631. \u0643\u0627\u0646\u062a \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0644\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0643\u0627\u0641\u0623\u0629 \u0644\u062d\u0644 \u0627\u0644\u0644\u063a\u0632: 100 \u0646\u0642\u0637\u0629&nbsp;<\/li>\n\n\n\n<li>\u0639\u0642\u0648\u0628\u0629 \u0639\u0646 \u0643\u0644 \u062d\u0631\u0643\u0629: -1 \u0646\u0642\u0637\u0629<\/li>\n<\/ul>\n\n\n\n<p>\u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629\u060c \u0643\u0627\u0646\u062a \u062a\u064f\u0637\u0628\u0651\u0642 \u0645\u0643\u0627\u0641\u0623\u0629 \u0623\u0648 \u0639\u0642\u0648\u0628\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u062f\u062f \u0627\u0644\u0642\u0637\u0639 \u0627\u0644\u0635\u062d\u064a\u062d\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0644\u0648\u0643\u064a\u0644 \u0641\u0647\u0645 \u062a\u0642\u062f\u0645\u0647 \u0646\u062d\u0648 \u062d\u0644 \u0627\u0644\u0644\u063a\u0632. \u0647\u0630\u0627 \u0643\u0627\u0646 \u064a\u064f\u062d\u0633\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0635\u064a\u063a\u0629:<\/p>\n\n\n\n\\[W \\times \\bigl(N_{\\mathrm{correct}}^i \\;-\\; N_{\\mathrm{correct}}^{\\,i-1}\\bigr)\\]\n\n\n\n<p>\u062d\u064a\u062b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>W \u0647\u0648 \u0639\u0627\u0645\u0644 \u0627\u0644\u0648\u0632\u0646.<\/li>\n\n\n\n<li>\\(N_{\\mathrm{correct}}^{\\,i}\\) \u0647\u0648 \u0639\u062f\u062f \u0627\u0644\u0642\u0637\u0639 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0628\u0639\u062f \u0627\u0644\u062d\u0631\u0643\u0629.<\/li>\n\n\n\n<li>\\(N_{\\mathrm{correct}}^{\\,i-1}\\) \u0647\u0648 \u0639\u062f\u062f \u0627\u0644\u0642\u0637\u0639 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0642\u0628\u0644 \u0627\u0644\u062d\u0631\u0643\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0623\u062f\u0646\u0627\u0647 \u064a\u0648\u0636\u0651\u062d \u0639\u062f\u062f \u0627\u0644\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0643\u0644 \u062a\u0643\u0631\u0627\u0631 \u062d\u062a\u0649 \u064a\u062d\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0632\u064b\u0627 \u0628\u062d\u062c\u0645 2&#215;3. \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629\u060c \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u062f\u062f\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u062d\u0631\u0643\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0639\u0643\u0633 \u0627\u0641\u062a\u0642\u0627\u0631\u0647 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u062d\u0644 \u0627\u0644\u0644\u063a\u0632 \u0628\u0643\u0641\u0627\u0621\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0645\u0639 \u062a\u062f\u0631\u064a\u0628 \u062e\u0648\u0627\u0631\u0632\u0645 Q-learning\u060c \u064a\u064f\u0644\u0627\u062d\u0638 \u0627\u062a\u062c\u0627\u0647 \u0647\u0628\u0648\u0637\u064a \u0641\u064a \u0639\u062f\u062f \u0627\u0644\u062d\u0631\u0643\u0627\u062a\u060c \u0645\u0627 \u064a\u0648\u062d\u064a \u0628\u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u062a\u0639\u0644\u0651\u0645 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062d\u0644.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image image-interface\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/08\/neuronup-labs-rendimiento-q-learning-1024x512.webp\" alt=\"\" class=\"wp-image-32304\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/08\/neuronup-labs-rendimiento-q-learning-300x150.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/08\/neuronup-labs-rendimiento-q-learning-768x384.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/08\/neuronup-labs-rendimiento-q-learning-1024x512.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/08\/neuronup-labs-rendimiento-q-learning.webp 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u0623\u062f\u0627\u0621 Q-learning. NeuronUP.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center\"><img decoding=\"async\" src=\"https:\/\/lh7-qw.googleusercontent.com\/docsz\/AD_4nXcBZ87Nq6EsZMfGfT7bIVHRcL25mCmThP2EVJqioz5Ko31rdgVykRZyTH_Uy_LeWoEB2VWm_H__mXFvnHkcf7Q35gzH5tCNCLOyx0_7qM3aROpnatJx7A0-C9YVQfSPN7tVlWnQHgak_QoY0Jba9QHrHJlN?key=G7hgX90qImBR1nHgSgs_dw\" width=\"396\" height=\"396\"><\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u0647\u0630\u0627 \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0645\u0624\u0634\u0631 \u0625\u064a\u062c\u0627\u0628\u064a \u0639\u0644\u0649 \u0642\u062f\u0631\u0629 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0633\u0651\u0646 \u0645\u0639 \u0627\u0644\u0648\u0642\u062a. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u062c\u0628 \u0645\u0631\u0627\u0639\u0627\u0629 \u0639\u062f\u0629 \u0645\u062d\u062f\u0648\u062f\u064a\u0627\u062a \u0647\u0627\u0645\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062d\u062c\u0645 \u0627\u0644\u0644\u063a\u0632 \u0645\u062d\u062f\u062f:<\/strong> \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0641\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0639\u0644\u0649 \u0627\u0644\u0623\u0644\u063a\u0627\u0632 \u0630\u0627\u062a \u062d\u062c\u0645 \u0645\u062d\u062f\u062f\u060c \u0645\u062b\u0644 \u0645\u0635\u0641\u0648\u0641\u0629 2&#215;3. \u0639\u0646\u062f \u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u062d\u062c\u0645 \u0623\u0648 \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0644\u063a\u0632\u060c \u0642\u062f \u064a\u0646\u062e\u0641\u0636 \u0623\u062f\u0627\u0621 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/li>\n\n\n\n<li><strong>\u0632\u0645\u0646 \u0627\u0644\u062d\u0633\u0627\u0628:<\/strong> \u0639\u0646\u062f \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0639\u0644\u0649 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0623\u0648 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627\u060c \u064a\u0632\u062f\u0627\u062f \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0648\u062d\u0644 \u0627\u0644\u0644\u063a\u0632 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u0647\u0630\u0627 \u064a\u062d\u062f \u0645\u0646 \u0642\u0627\u0628\u0644\u064a\u062a\u0647\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0641\u064a \u0645\u0648\u0627\u0642\u0641 \u062a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0633\u0631\u064a\u0639\u0629 \u0623\u0648 \u0641\u064a \u0623\u0644\u063a\u0627\u0632 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\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0639\u0644\u0627\u062c\u0627\u062a. \u0647\u0630\u0627 \u064a\u0633\u0647\u0644 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0633\u0631\u064a\u0631\u064a\u0629 \u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0646\u0627\u0631\u0629 \u0648\u062f\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0651\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0645\u0642\u062f\u0645\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062d\u0633\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631<\/strong>: \u0645\u0639 \u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0639\u062a\u0645\u062f \u0639\u0644\u0649 Q-learning \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0631\u0627\u0643\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062e\u0628\u0631\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0643\u0644\u0645\u0627 \u0627\u0633\u062a\u064f\u062e\u062f\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0623\u0643\u062b\u0631\u060c \u0623\u0635\u0628\u062d \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646\u060c \u0645\u0642\u062f\u0645\u064b\u0627 \u0645\u064a\u0632\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0623\u0647\u064a\u0644 \u0627\u0644\u0639\u0635\u0628\u064a.<\/li>\n<\/ul>\n\n\n\n<p>\u062e\u0644\u0627\u0635\u0629 \u0627\u0644\u0642\u0648\u0644\u060c \u062a\u0637\u0648\u0631 Q-learning \u0645\u0646 \u062c\u0630\u0648\u0631\u0647 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0646\u0641\u0633 \u0627\u0644\u0633\u0644\u0648\u0643\u064a \u0625\u0644\u0649 \u0623\u0646 \u0623\u0635\u0628\u062d \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0623\u0647\u064a\u0644 \u0627\u0644\u0639\u0635\u0628\u064a. \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u062a\u0643\u064a\u064a\u0641 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0628\u0634\u0643\u0644 \u0630\u0627\u062a\u064a \u062a\u062c\u0639\u0644\u0647 \u0645\u0648\u0631\u062f\u0627\u064b \u0642\u064a\u0645\u064b\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u0641\u0639\u0627\u0644\u064a\u0629 \u0639\u0644\u0627\u062c\u0627\u062a \u0627\u0644\u062a\u0623\u0647\u064a\u0644\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0648\u062c\u0648\u062f \u062a\u062d\u062f\u064a\u0627\u062a \u0644\u0627 \u062a\u0632\u0627\u0644 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062c\u0627\u0648\u0632 \u0644\u062a\u062d\u0642\u064a\u0642 \u062a\u0637\u0628\u064a\u0642 \u0623\u0645\u062b\u0644 \u0628\u0627\u0644\u0643\u0627\u0645\u0644.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-sm-font-size\">Bermejo Fern\u00e1ndez, E. (2017). \u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0644\u0639\u0627\u0628.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">Gir\u00f3 Gr\u00e0cia, X., &amp; Sancho Gil, J. M. (2022). \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645: \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629\u060c \u0627\u0644\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0633\u0648\u062f\u0627\u0621 \u0648\u0627\u0644\u062d\u0644\u0651 \u0627\u0644\u062a\u0642\u0646\u064a.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">Meyn, S. (2023). Stability of Q-learning through design and optimism. arXiv preprint arXiv:2307.02632.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">Morinigo, C., &amp; Fenner, I. (2021). \u0646\u0638\u0631\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645. Minerva Magazine of Science, 9(2), 1-36.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">M.-V. Aponte, G. Levieux y S. Natkin. (2009). Measuring the level of difficulty in single player video games. Entertainment Computing.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">P. Jan L., H. Bruce D., P. Shashank, B. Corinne J., &amp; M. Andrew P. (2019). The Effect of Adaptive Difficulty Adjustment on the Effectiveness of a Game to Develop Executive Function Skills for Learners of Different Ages. Cognitive Development, pp. 49, 56\u201367.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">R. Anna N., Z. Matei &amp; G. Thomas L. Optimally Designing Games for Cognitive Science Research. Computer Science Division and Department of Psychology, University of California, Berkeley.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">Toledo S\u00e1nchez, M. (2024). \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0641\u064a \u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0641\u064a\u062f\u064a\u0648. <\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0625\u0630\u0627 \u0623\u0639\u062c\u0628\u0643 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0639\u0646 <strong>Q-learning<\/strong>\u060c \u0641\u0631\u0628\u0645\u0627 \u062a\u0647\u0645\u0643 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0645\u0646 NeuronUP:<\/h3>\n\n\n\n<div class=\"mai-grid entries entries-grid has-boxed has-image-full\" style=\"--entry-title-font-size:var(--font-size-lg);--align-text:start;--entry-meta-text-align:start;\"><div class=\"entries-wrap has-columns\" style=\"--columns-xs:1\/1;--columns-sm:1\/1;--columns-md:1\/3;--columns-lg:1\/3;--flex-xs:0 0 var(--flex-basis);--flex-sm:0 0 var(--flex-basis);--flex-md:0 0 var(--flex-basis);--flex-lg:0 0 var(--flex-basis);--column-gap:var(--spacing-lg);--row-gap:var(--spacing-lg);--align-columns:start;\"><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-neuronup-news tag-neuronup-news\" style=\"--entry-index:1;\" aria-label=\"\u0627\u0644\u0622\u062b\u0627\u0631 \u0627\u0644\u0646\u0641\u0633\u064a\u0629 \u0644\u0640 DANA \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0630\u0648\u064a \u0627\u0644\u0625\u0639\u0627\u0642\u0629 \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/neuronup-news\/psychological-effects-of-the-dana-and-other-disasters-in-people-with-cognitive-impairment\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"267\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/11\/Efectos-de-la-DANA-NeuronUP.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0627\u0644\u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0639\u0644\u0649 DANA NeuronUP\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/11\/Efectos-de-la-DANA-NeuronUP-300x200.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/11\/Efectos-de-la-DANA-NeuronUP-768x512.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/11\/Efectos-de-la-DANA-NeuronUP-1024x683.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/11\/Efectos-de-la-DANA-NeuronUP.webp 1200w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/neuronup-news\/psychological-effects-of-the-dana-and-other-disasters-in-people-with-cognitive-impairment\/\" rel=\"bookmark\">\u0627\u0644\u0622\u062b\u0627\u0631 \u0627\u0644\u0646\u0641\u0633\u064a\u0629 \u0644\u0640 DANA \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0630\u0648\u064a \u0627\u0644\u0625\u0639\u0627\u0642\u0629 \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-adhd tag-adhd tag-neurodevelopmental-disorders tag-children tag-testimonials\" style=\"--entry-index:2;\" aria-label=\"NeuronUP \u0644\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u0629 \u0641\u064a \u0627\u0636\u0637\u0631\u0627\u0628 \u0641\u0631\u0637 \u0627\u0644\u062d\u0631\u0643\u0629 \u0648\u062a\u0634\u062a\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 (ADHD): \u062d\u0627\u0644\u0629 \u00abG\u00bb\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/cognitive-stimulation-news\/neurodevelopmental-disorders\/adhd\/neuronup-to-work-executive-functions-in-adhd-the-case-of-g\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"225\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/09\/funciones-cognitivas-en-tdah.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629 \u0641\u064a \u0627\u0636\u0637\u0631\u0627\u0628 \u0641\u0631\u0637 \u0627\u0644\u062d\u0631\u0643\u0629 \u0648\u062a\u0634\u062a\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/09\/funciones-cognitivas-en-tdah-300x169.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/09\/funciones-cognitivas-en-tdah-768x432.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/09\/funciones-cognitivas-en-tdah-1024x576.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/09\/funciones-cognitivas-en-tdah.webp 1280w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/cognitive-stimulation-news\/neurodevelopmental-disorders\/adhd\/neuronup-to-work-executive-functions-in-adhd-the-case-of-g\/\" rel=\"bookmark\">NeuronUP \u0644\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u0629 \u0641\u064a \u0627\u0636\u0637\u0631\u0627\u0628 \u0641\u0631\u0637 \u0627\u0644\u062d\u0631\u0643\u0629 \u0648\u062a\u0634\u062a\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 (ADHD): \u062d\u0627\u0644\u0629 \u00abG\u00bb<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-activities-for-down-syndrome tag-cognitive-stimulation-activities tag-intellectual-disability tag-down-syndrome\" style=\"--entry-index:3;\" aria-label=\"5 \u0623\u0646\u0634\u0637\u0629 \u062a\u062d\u0641\u064a\u0632 \u0645\u0639\u0631\u0641\u064a \u0644\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0645\u0635\u0627\u0628\u064a\u0646 \u0628\u0645\u062a\u0644\u0627\u0632\u0645\u0629 \u062f\u0627\u0648\u0646\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/neurorehabilitation-activities\/activities-for-down-syndrome\/cognitive-stimulation-exercises-for-people-with-down-syndrome\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"240\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/Actividad-de-estimulacion-cognitiva-para-personas-con-sindrome-de-Down-imagenes-incompletas-1.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0646\u0634\u0627\u0637 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 \u0627\u0644\u0645\u0639\u0631\u0641\u064a \u0644\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0645\u0635\u0627\u0628\u064a\u0646 \u0628\u0645\u062a\u0644\u0627\u0632\u0645\u0629 \u062f\u0627\u0648\u0646\u060c \u0635\u0648\u0631 \u063a\u064a\u0631 \u0643\u0627\u0645\u0644\u0629 (1)\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/Actividad-de-estimulacion-cognitiva-para-personas-con-sindrome-de-Down-imagenes-incompletas-1-300x180.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/Actividad-de-estimulacion-cognitiva-para-personas-con-sindrome-de-Down-imagenes-incompletas-1-768x461.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/Actividad-de-estimulacion-cognitiva-para-personas-con-sindrome-de-Down-imagenes-incompletas-1-1024x615.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/Actividad-de-estimulacion-cognitiva-para-personas-con-sindrome-de-Down-imagenes-incompletas-1.webp 1200w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/neurorehabilitation-activities\/activities-for-down-syndrome\/cognitive-stimulation-exercises-for-people-with-down-syndrome\/\" rel=\"bookmark\">5 \u0623\u0646\u0634\u0637\u0629 \u062a\u062d\u0641\u064a\u0632 \u0645\u0639\u0631\u0641\u064a \u0644\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0645\u0635\u0627\u0628\u064a\u0646 \u0628\u0645\u062a\u0644\u0627\u0632\u0645\u0629 \u062f\u0627\u0648\u0646<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-activities-for-social-cognition tag-cognitive-stimulation-activities tag-cognitive-stimulation-activities-for-children tag-social-cognition\" style=\"--entry-index:4;\" aria-label=\"\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0644\u0644\u0623\u0637\u0641\u0627\u0644\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/neurorehabilitation-activities\/activities-for-cognitive-functions\/activities-for-social-cognition\/social-cognition-in-children-and-how-we-work-with-neuronup\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"273\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/08\/Que-esperan-encontrar-4-1.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0644\u0644\u0623\u0637\u0641\u0627\u0644\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/08\/Que-esperan-encontrar-4-1-300x205.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/08\/Que-esperan-encontrar-4-1-768x524.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/08\/Que-esperan-encontrar-4-1-1024x699.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/08\/Que-esperan-encontrar-4-1.webp 1205w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/neurorehabilitation-activities\/activities-for-cognitive-functions\/activities-for-social-cognition\/social-cognition-in-children-and-how-we-work-with-neuronup\/\" rel=\"bookmark\">\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0644\u0644\u0623\u0637\u0641\u0627\u0644<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-neuroscience tag-brain\" style=\"--entry-index:5;\" aria-label=\"\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0641\u062d\u0635 \u0627\u0644\u0639\u0635\u0628\u064a: \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0631\u064a\u0629\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/neuroscience\/techniques-of-neurological-examination-basic-concepts-and-clinical-applicability\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"267\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/Exploracion-neurologica.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0641\u062d\u0635 \u0639\u0635\u0628\u064a. \u062f\u0643\u062a\u0648\u0631\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0641\u062d\u0635 \u0627\u0644\u0639\u0635\u0628\u064a.\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/Exploracion-neurologica-300x200.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/Exploracion-neurologica-768x512.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/Exploracion-neurologica-1024x683.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/Exploracion-neurologica.webp 1200w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/neuroscience\/techniques-of-neurological-examination-basic-concepts-and-clinical-applicability\/\" rel=\"bookmark\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0641\u062d\u0635 \u0627\u0644\u0639\u0635\u0628\u064a: \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0631\u064a\u0629<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-brain tag-attention tag-brain\" style=\"--entry-index:6;\" aria-label=\"\u0623\u0633\u0633 \u062a\u0634\u0631\u064a\u062d\u064a\u0629 \u0645\u0648\u062c\u0632\u0629 \u0644\u0644\u0627\u0646\u062a\u0628\u0627\u0647\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/neuroscience\/brain\/brief-anatomical-basis-of-attention\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"213\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/12\/Breves-bases-anatomicas-de-la-atencion.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0623\u0633\u0633 \u062a\u0634\u0631\u064a\u062d\u064a\u0629 \u0645\u0648\u062c\u0632\u0629 \u0644\u0644\u0627\u0646\u062a\u0628\u0627\u0647\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/12\/Breves-bases-anatomicas-de-la-atencion-300x159.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/12\/Breves-bases-anatomicas-de-la-atencion.webp 768w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/neuroscience\/brain\/brief-anatomical-basis-of-attention\/\" rel=\"bookmark\">\u0623\u0633\u0633 \u062a\u0634\u0631\u064a\u062d\u064a\u0629 \u0645\u0648\u062c\u0632\u0629 \u0644\u0644\u0627\u0646\u062a\u0628\u0627\u0647<\/a><\/h3>\n<\/div><\/article><\/div><\/div>\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-sm-font-size\">&#8220;\u062a\u0645\u062a \u062a\u0631\u062c\u0645\u0629 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644. \u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u0623\u0635\u0644\u064a \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0625\u0633\u0628\u0627\u0646\u064a\u0629:&#8221;<br><a href=\"https:\/\/neuronup.com\/investigacion\/lineas-de-investigacion\/q-learning-desde-los-experimentos-de-pavlov-a-la-neurorrehabilitacion-moderna\/\" data-type=\"link\" data-id=\"https:\/\/neuronup.com\/investigacion\/lineas-de-investigacion\/q-learning-desde-los-experimentos-de-pavlov-a-la-neurorrehabilitacion-moderna\/\"><em>Q-learning: Desde los experimentos de Pavlov a la neurorrehabilitaci\u00f3n moderna<\/em><\/a><\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u0637\u0648\u0631 Q-learning (\u0627\u0644\u062a\u0639\u0644\u0651\u0645 Q \u0628\u0627\u0644\u0639\u0631\u0628\u064a\u0629) \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646\u0630 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0648\u064a\u062f \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a \u0639\u0646\u062f \u0628\u0627\u0641\u0644\u0648\u0641\u060c \u062d\u062a\u0649 \u0623\u0635\u0628\u062d \u0648\u0627\u062d\u062f\u064b\u0627 \u0645\u0646 \u0623\u0647\u0645 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning). \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0633\u0646\u0633\u062a\u0639\u0631\u0636 \u0643\u064a\u0641 \u0643\u0627\u0646 \u062a\u0637\u0648\u0631\u0647 \u0648\u062a\u0637\u0628\u064a\u0642\u0647 \u0641\u064a \u0627\u0644\u062a\u0623\u0647\u064a\u0644 \u0627\u0644\u0639\u0635\u0628\u064a \u0648\u0627\u0644\u062a\u062d\u0641\u064a\u0632 \u0627\u0644\u0645\u0639\u0631\u0641\u064a. \u062a\u062c\u0627\u0631\u0628 \u0628\u0627\u0641\u0644\u0648\u0641 \u0625\u064a\u0641\u0627\u0646 \u0628\u0627\u0641\u0644\u0648\u0641\u060c \u0639\u0627\u0644\u0645 \u0641\u0633\u064a\u0648\u0644\u0648\u062c\u064a\u0627 \u0631\u0648\u0633\u064a \u0645\u0646 \u0623\u0648\u0627\u062e\u0631 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u062a\u0627\u0633\u0639 \u0639\u0634\u0631\u060c \u0645\u0639\u0631\u0648\u0641 \u0628\u0648\u0636\u0639 \u0623\u0633\u0633 &hellip;<\/p>\n","protected":false},"author":7,"featured_media":47604,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[616],"tags":[654,637],"class_list":{"2":"type-post","7":"category-lines-of-research","8":"tag-neuronup-news","9":"tag-cognitive-stimulation","10":"entry"},"acf":[],"_links":{"self":[{"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/posts\/47607","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/comments?post=47607"}],"version-history":[{"count":0,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/posts\/47607\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/media\/47604"}],"wp:attachment":[{"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/media?parent=47607"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/categories?post=47607"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/tags?post=47607"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}