{"id":931,"date":"2023-08-08T10:57:29","date_gmt":"2023-08-08T10:57:29","guid":{"rendered":"https:\/\/www.gptmain.news\/?p=931"},"modified":"2023-08-08T10:57:29","modified_gmt":"2023-08-08T10:57:29","slug":"%d0%b2%d0%b2%d0%b5%d0%b4%d0%b5%d0%bd%d0%b8%d0%b5-%d0%b2-%d0%bd%d0%b5%d0%b9%d1%80%d0%be%d0%bd%d0%bd%d1%8b%d0%b5-%d1%81%d0%b5%d1%82%d0%b8-%d1%87%d0%b0%d1%81%d1%82%d1%8c-2-gptmain-news","status":"publish","type":"post","link":"https:\/\/gptmain.news\/?p=931","title":{"rendered":"\u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438, \u0447\u0430\u0441\u0442\u044c\u00a02\n | GPTMain News"},"content":{"rendered":"<div>\n<p><span style=\"font-size: 14pt;\">\u0412 \u0447\u0430\u0441\u0442\u0438 1 \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0432 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u043c\u044b \u0443\u0437\u043d\u0430\u043b\u0438 \u043e\u0431 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u043f\u0440\u043e\u0441\u0442\u0435\u0439\u0448\u0438\u0445 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u043d\u043e\u0432, \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c\u043e\u043c \u043d\u0435\u0439\u0440\u043e\u043d\u043e\u043c \u041c\u0430\u043a\u043a\u0430\u043b\u043b\u043e\u0445\u0430-\u041f\u0438\u0442\u0442\u0441\u0430, \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043b\u0438 \u0435\u0433\u043e \u043d\u0430 \u043f\u0438\u0442\u043e\u043d\u0435.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441 MP-\u043d\u0435\u0439\u0440\u043e\u043d\u043e\u043c \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442.  \u0412\u0435\u0441\u0430 \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0440\u0443\u0447\u043d\u0443\u044e.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0443\u0432\u0438\u0434\u0438\u043c Perceptron, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0443\u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043d\u0435\u0439\u0440\u043e\u043d\u0430 MP.  \u0412 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 MP-\u043d\u0435\u0439\u0440\u043e\u043d\u0430, \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d \u043c\u043e\u0436\u0435\u0442 \u0437\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u0442\u044c \u0432\u0435\u0441\u0430 \u0441 \u0442\u0435\u0447\u0435\u043d\u0438\u0435\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u041c\u044b \u0442\u0430\u043a\u0436\u0435 \u0443\u0432\u0438\u0434\u0438\u043c, \u043a\u0430\u043a \u0441 \u043d\u0443\u043b\u044f \u043e\u0431\u0443\u0447\u0438\u0442\u044c \u043f\u0435\u0440\u0446\u0435\u043f\u0442\u0440\u043e\u043d \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a \u0418 \u0438\u043b\u0438 \u0418\u041b\u0418.<\/span><\/p>\n<h2><strong>\u041f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d:<\/strong><\/h2>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u041f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d \u2014 \u044d\u0442\u043e, \u043f\u043e \u0441\u0443\u0442\u0438, \u0434\u0432\u043e\u0438\u0447\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440.  \u042d\u0442\u043e \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0433\u0438\u043f\u0435\u0440\u043f\u043b\u043e\u0441\u043a\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0434\u0432\u0435 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0422\u0438\u043f\u0438\u0447\u043d\u044b\u0439 \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d \u0431\u0443\u0434\u0435\u0442 \u0438\u043c\u0435\u0442\u044c<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400; font-size: 14pt;\">\u0412\u0445\u043e\u0434\u044b<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400; font-size: 14pt;\">\u0412\u0435\u0441 \u0438 \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u0435<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400; font-size: 14pt;\">\u0424\u0443\u043d\u043a\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1072\" src=\"https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron.png\" alt=\"\u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d\" width=\"404\" height=\"261\" srcset=\"https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron.png 778w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron-300x194.png 300w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron-700x452.png 700w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron-768x496.png 768w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron-650x419.png 650w\" data-lazy-sizes=\"(max-width: 404px) 100vw, 404px\"\/><noscript><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1072\" src=\"https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron.png\" alt=\"\u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d\" width=\"404\" height=\"261\" srcset=\"https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron.png 778w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron-300x194.png 300w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron-700x452.png 700w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron-768x496.png 768w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2020\/11\/perceptron-650x419.png 650w\" sizes=\"auto, (max-width: 404px) 100vw, 404px\"\/><\/noscript><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u041f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0432\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u0443\u043c\u043d\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u043d\u0430 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u044b\u0435 \u0432\u0435\u0441\u0430, \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u0435.  \u0421\u043c\u0435\u0449\u0435\u043d\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0438\u0440\u0443\u0435\u0442 \u043a\u0430\u043a \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0443\u0437\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0441\u0435\u0433\u0434\u0430 \u0432\u044b\u0434\u0430\u0435\u0442 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.<\/span><\/p>\n<p align=\"center\"><span style=\"font-size: 14pt;\"><span class=\"wp-katex-eq\" data-display=\"false\">\\text { \u0412\u0437\u0432\u0435\u0448\u0435\u043d\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 }=\\quad \\sum_{i=1}^{m} \\mathrm{x}_{\\mathrm{i}} \\mathrm{W}_{\\mathrm{i}}+\\mathrm{ \u0431}<\/span><\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">                                          <span class=\"wp-katex-eq\" data-display=\"false\">\\text { \u0412\u0437\u0432\u0435\u0448\u0435\u043d\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 }=x_{1} w_{1}+x_{2} w_{2}+x_{3} w_{3}+b<\/span><\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0417\u0430\u0442\u0435\u043c \u043a \u0432\u0437\u0432\u0435\u0448\u0435\u043d\u043d\u043e\u0439 \u0441\u0443\u043c\u043c\u0435 \u0431\u0443\u0434\u0435\u0442 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438.  \u0412\u0437\u0432\u0435\u0448\u0435\u043d\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u2014 \u044d\u0442\u043e \u043d\u0435 \u0447\u0442\u043e \u0438\u043d\u043e\u0435, \u043a\u0430\u043a \u0441\u0443\u043c\u043c\u0430 \u0432\u0441\u0435\u0445 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0443\u043c\u043d\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u043d\u0430 \u0435\u0435 \u0432\u0435\u0441\u0430 + \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u0435. <\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0417\u0434\u0435\u0441\u044c \u043c\u044b \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u043c\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0439 \u0448\u0430\u0433 \u0438\u043b\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438 \u0425\u0435\u0432\u0438\u0441\u0430\u0439\u0434\u0430.  \u042d\u0442\u043e \u043f\u043e\u0440\u043e\u0433\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438.<\/span><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-240\" src=\"https:\/\/aiaspirant.com\/wp-content\/uploads\/2019\/05\/step.png\" alt=\"step_activation_function\" width=\"437\" height=\"221\" srcset=\"https:\/\/aiaspirant.com\/wp-content\/uploads\/2019\/05\/step.png 503w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2019\/05\/step-300x151.png 300w\" data-lazy-sizes=\"(max-width: 437px) 100vw, 437px\"\/><noscript><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-240\" src=\"https:\/\/aiaspirant.com\/wp-content\/uploads\/2019\/05\/step.png\" alt=\"step_activation_function\" width=\"437\" height=\"221\" srcset=\"https:\/\/aiaspirant.com\/wp-content\/uploads\/2019\/05\/step.png 503w, https:\/\/aiaspirant.com\/wp-content\/uploads\/2019\/05\/step-300x151.png 300w\" sizes=\"auto, (max-width: 437px) 100vw, 437px\"\/><\/noscript><\/p>\n<\/p>\n<p align=\"center\"><span class=\"wp-katex-eq\" data-display=\"false\">f(x)=\\left\\{\\begin{array}{ll}<br \/> 0 &#038; \\text { for } x<0 \\\\<br \/> 1 &#038; \\text { for } x \\geq 0<br \/> \\end{\u043c\u0430\u0441\u0441\u0438\u0432}\\right.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">\u0415\u0441\u043b\u0438 \u0432\u0445\u043e\u0434\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 0, \u0442\u043e \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f 1, \u0438\u043d\u0430\u0447\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f 0.<\/span><\/p>\n<h2><b>\u041e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0446\u0435\u043f\u0442\u0440\u043e\u043d\u0443:<\/b><\/h2>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0422\u0435\u043f\u0435\u0440\u044c \u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u043a\u0430\u043a\u0438\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u0448\u0430\u0433\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d\u0430.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u041e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d\u0430 \u043f\u0440\u043e\u0441\u0442\u043e\u0435 \u0438 \u043f\u043e\u043d\u044f\u0442\u043d\u043e\u0435.  \u041d\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u0430\u0431\u043e\u0440 \u0432\u0435\u0441\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043a\u0430\u0436\u0434\u044b\u0439 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u0432 \u043d\u0430\u0448\u0435\u043c \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0435\u043c \u043d\u0430\u0431\u043e\u0440\u0435.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u041f\u0435\u0440\u0432\u044b\u043c \u0448\u0430\u0433\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u0430\u044f \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u0435\u0441\u043e\u0432 \u0438 \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u044f. <\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0417\u0430\u0442\u0435\u043c \u043c\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0447\u0438\u0441\u0442\u044b\u0439 \u0432\u0432\u043e\u0434, \u0443\u043c\u043d\u043e\u0436\u0438\u0432 \u0432\u0432\u043e\u0434 \u0441 \u0432\u0435\u0441\u0430\u043c\u0438 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\u043e \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u0435\u043c.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\"><span class=\"wp-katex-eq\" data-display=\"false\">y_{in}=\\sum_{i=1}^{m} x_{i} w_{i}+b<\/span><\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0417\u0430\u0442\u0435\u043c \u043c\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438 \u043a \u0441\u0435\u0442\u0435\u0432\u043e\u043c\u0443 \u0432\u0445\u043e\u0434\u0443.  \u0417\u0434\u0435\u0441\u044c \u043c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0441\u0436\u0438\u043c\u0430\u0435\u0442 \u0432\u0432\u043e\u0434 \u043c\u0435\u0436\u0434\u0443 0 \u0438 1.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\"><span style=\"font-weight: 400;\">                \u0443 = \u0424(\u0443<\/span><span style=\"font-weight: 400;\"><sub>\u0432<\/sub><\/span><span style=\"font-weight: 400;\">)<\/span><\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0418 \u043d\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u043c \u044d\u0442\u0430\u043f\u0435, \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u0440\u0430\u0432\u043d\u043e \u0446\u0435\u043b\u0435\u0432\u043e\u043c\u0443 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044e, \u043c\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0432\u0435\u0441\u0430 \u0438 \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u0435. <\/span><\/p>\n<p><span style=\"font-size: 14pt;\"><span style=\"font-weight: 400;\">                          <\/span> <span style=\"font-weight: 400;\">\u043e\u0448\u0438\u0431\u043a\u0430 = \u0442 &#8211; \u0443<\/span><\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0417\u0434\u0435\u0441\u044c t \u2014 \u0446\u0435\u043b\u0435\u0432\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u0430 y \u2014 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u0435\u0441\u043e\u0432 \u0438 \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c:<\/span><\/p>\n<p><span style=\"font-size: 14pt;\"><span style=\"font-weight: 400;\">                              \u0436<\/span><span style=\"font-weight: 400;\"><sub>\u044f<\/sub><\/span><span style=\"font-weight: 400;\">(\u043d\u043e\u0432\u044b\u0439) = \u0448<\/span><span style=\"font-weight: 400;\"><sub>\u044f<\/sub><\/span><span style=\"font-weight: 400;\">(\u0441\u0442\u0430\u0440\u044b\u0439) + \u0430\u043b\u044c\u0444\u0430 * \u043e\u0448\u0438\u0431\u043a\u0430 * \u0445<\/span><span style=\"font-weight: 400;\"><sub>\u044f<\/sub><\/span><\/span><\/p>\n<p><span style=\"font-size: 14pt;\"><span style=\"font-weight: 400;\"> <\/span> <span style=\"font-weight: 400;\">      <\/span><span style=\"font-weight: 400;\">                      b(\u043d\u043e\u0432\u044b\u0439) = b(\u0441\u0442\u0430\u0440\u044b\u0439) + \u0430\u043b\u044c\u0444\u0430 * \u043e\u0448\u0438\u0431\u043a\u0430<\/span><\/span><\/p>\n<p><span style=\"font-size: 14pt;\">\u0410\u043b\u044c\u0444\u0430 \u0437\u0434\u0435\u0441\u044c \u2014 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/span><\/p>\n<h3><b>\u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435:<\/b><\/h3>\n<p><span style=\"font-size: 14pt;\">\u0422\u0435\u043f\u0435\u0440\u044c \u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u043e\u0431\u0443\u0447\u0438\u043c \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u0418\u041b\u0418.<\/span><\/p>\n<p><!-- Crayon Syntax Highlighter v_2.7.2_beta --><\/p>\n<div id=\"crayon-64d1f9874e1ee695260146\" class=\"crayon-syntax crayon-theme-classic crayon-font-monaco crayon-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"crayon-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>import numpy as np # \u0424\u0443\u043d\u043a\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438 def step (x): \u0432\u0435\u0440\u043d\u0443\u0442\u044c 1, \u0435\u0441\u043b\u0438 x > 0, \u0438\u043d\u0430\u0447\u0435 0 # \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f = [[0,0],<br \/>\n\t  [0,1],<br \/>\n\t  [1,0],<br \/>\n\t  [1,1]]#\u0426\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f y = [0, 1, 1, 1] #\u0418\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u0435\u0441\u043e\u0432 \u0438 \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u044f w = np.random.randn(2) b = np.random.randn() epochs = 30 alpha = 0.1 #\u043f\u0435\u0440\u0435\u0431\u043e\u0440 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u044d\u043f\u043e\u0445 \u0434\u043b\u044f i \u0432 \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d\u0435(\u044d\u043f\u043e\u0445\u0438): #\u043f\u0435\u0440\u0435\u0431\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 point for(x, target) in zip(data, y): #\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0441\u043a\u0430\u043b\u044f\u0440\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0432\u0445\u043e\u0434\u043d\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u0438 \u0432\u0435\u0441\u0430\u043c\u0438 z = sum(x * w) + b #\u043f\u0440\u043e\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0447\u0438\u0441\u0442\u043e\u0433\u043e \u0432\u0432\u043e\u0434\u0430 \u0447\u0435\u0440\u0435\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438 pred = step( z) #\u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 error = target &#8211; pred #\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u0435\u0441\u043e\u0432 \u0438 \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0434\u043b\u044f index,value \u0432 enumerate(x): w[index] += \u0430\u043b\u044c\u0444\u0430 * \u043e\u0448\u0438\u0431\u043a\u0430 * \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 b += \u0430\u043b\u044c\u0444\u0430 * \u043e\u0448\u0438\u0431\u043a\u0430 #\u0422\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u0442\u0435\u0441\u0442 = [0, 1]\u0442\u044b = \u0448[0] * \u0442\u0435\u0441\u0442[0] + \u0448[1] * \u0442\u0435\u0441\u0442[1] + b \u043f\u0440\u0435\u0434 = \u0448\u0430\u0433 (\u0438) \u043f\u0435\u0447\u0430\u0442\u044c (\u043f\u0440\u0435\u0434)<\/textarea><\/p>\n<div class=\"crayon-main\" style=\"\">\n<table class=\"crayon-table\">&#13;<\/p>\n<tr class=\"crayon-row\">&#13;<\/p>\n<td class=\"crayon-nums \" data-settings=\"show\">&#13;<\/p>\n<div class=\"crayon-nums-content\" style=\"font-size: 12px !important; line-height: 15px !important;\">\n<p>1<\/p>\n<p>2<\/p>\n<p>3<\/p>\n<p>4<\/p>\n<p>5<\/p>\n<p>6<\/p>\n<p>7<\/p>\n<p>8<\/p>\n<p>9<\/p>\n<p>10<\/p>\n<p>11<\/p>\n<p>12<\/p>\n<p>13<\/p>\n<p>14<\/p>\n<p>15<\/p>\n<p>16<\/p>\n<p>17<\/p>\n<p>18<\/p>\n<p>19<\/p>\n<p>20<\/p>\n<p>21<\/p>\n<p>22<\/p>\n<p>23<\/p>\n<p>24<\/p>\n<p>25<\/p>\n<p>26<\/p>\n<p>27<\/p>\n<p>28<\/p>\n<p>29<\/p>\n<p>30<\/p>\n<p>31<\/p>\n<p>32<\/p>\n<p>33<\/p>\n<p>34<\/p>\n<p>35<\/p>\n<p>36<\/p>\n<p>37<\/p>\n<p>38<\/p>\n<p>39<\/p>\n<p>40<\/p>\n<p>41<\/p>\n<\/div>\n<p>&#13;\n\t\t\t\t<\/td>\n<p>&#13;<\/p>\n<td class=\"crayon-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-r\">\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u043f\u0443\u0441\u0442\u044b\u0448\u043a\u0430 <\/span><span class=\"crayon-st\">\u043a\u0430\u043a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u043d\u043f<\/span><\/p>\n<\/p>\n<p><span class=\"crayon-c\">#\u0424\u0443\u043d\u043a\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438<\/span><\/p>\n<p><span class=\"crayon-r\">\u0434\u0435\u0444<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u0448\u0430\u0433<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">\u0418\u043a\u0441<\/span><span class=\"crayon-sy\">)<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">\t<\/span><span class=\"crayon-st\">\u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c\u0441\u044f<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-st\">\u0435\u0441\u043b\u0438<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u0418\u043a\u0441<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">><\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-st\">\u0435\u0449\u0435<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">0<\/span><\/p>\n<\/p>\n<p><span class=\"crayon-c\">#\u041e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435<\/span><\/p>\n<p><span class=\"crayon-v\">\u0434\u0430\u043d\u043d\u044b\u0435<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">\t\t  <\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">\t\t  <\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">\t\t  <\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">]<\/span><\/p>\n<\/p>\n<p><span class=\"crayon-c\">#\u0426\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f<\/span><\/p>\n<p><span class=\"crayon-v\">\u0443<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><\/p>\n<\/p>\n<p><span class=\"crayon-c\">#\u0418\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u0435\u0441\u043e\u0432 \u0438 \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u044f<\/span><\/p>\n<p><span class=\"crayon-k \">\u0436<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u043d\u043f<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-k \">\u0441\u043b\u0443\u0447\u0430\u0439\u043d\u044b\u0439<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">\u0420\u0430\u043d\u0434\u043d<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-cn\">2<\/span><span class=\"crayon-sy\">)<\/span><\/p>\n<p><span class=\"crayon-v\">\u0431<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u043d\u043f<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-k \">\u0441\u043b\u0443\u0447\u0430\u0439\u043d\u044b\u0439<\/span><span class=\"crayon-sy\">.<\/span><span class=\"crayon-e\">\u0420\u0430\u043d\u0434\u043d<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-sy\">)<\/span><\/p>\n<p><span class=\"crayon-v\">\u044d\u043f\u043e\u0445\u0438<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">30<\/span><\/p>\n<p><span class=\"crayon-v\">\u0430\u043b\u044c\u0444\u0430<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">0,1<\/span><\/p>\n<\/p>\n<p><span class=\"crayon-c\">#\u043f\u0435\u0440\u0435\u0431\u0440\u0430\u0442\u044c \u0436\u0435\u043b\u0430\u0435\u043c\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u044d\u043f\u043e\u0445<\/span><\/p>\n<p><span class=\"crayon-st\">\u0434\u043b\u044f<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-i\">\u044f<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-st\">\u0432<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-k \">\u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">\u044d\u043f\u043e\u0445\u0438<\/span><span class=\"crayon-sy\">)<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">     <\/span><span class=\"crayon-c\">#\u0446\u0438\u043a\u043b \u043f\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0434\u0430\u043d\u043d\u044b\u0445<\/span><\/p>\n<p><span class=\"crayon-h\">\t<\/span><span class=\"crayon-st\">\u0434\u043b\u044f<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">\u0418\u043a\u0441<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u0446\u0435\u043b\u044c<\/span><span class=\"crayon-sy\">)<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-st\">\u0432<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-k \">\u043c\u043e\u043b\u043d\u0438\u044f<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">\u0434\u0430\u043d\u043d\u044b\u0435<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u0443<\/span><span class=\"crayon-sy\">)<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-c\">#\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0441\u043a\u0430\u043b\u044f\u0440\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0432\u0445\u043e\u0434\u043d\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u0438 \u0432\u0435\u0441\u0430\u043c\u0438<\/span><\/p>\n<p><span class=\"crayon-h\">\t\t<\/span><span class=\"crayon-v\">\u0433<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-k \">\u0441\u0443\u043c\u043c\u0430<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">\u0418\u043a\u0441<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">*<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-k \">\u0436<\/span><span class=\"crayon-sy\">)<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">+<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u0431<\/span><\/p>\n<p><span class=\"crayon-h\">            <\/span><span class=\"crayon-c\">#\u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u043c \u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u0432\u0445\u043e\u0434 \u0447\u0435\u0440\u0435\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438<\/span><\/p>\n<p><span class=\"crayon-h\">\t\t<\/span><span class=\"crayon-v\">\u043f\u0440\u0435\u0434<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u0448\u0430\u0433<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">\u0433<\/span><span class=\"crayon-sy\">)<\/span><\/p>\n<p><span class=\"crayon-h\">            <\/span><span class=\"crayon-c\">#\u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043a\u0438<\/span><\/p>\n<p><span class=\"crayon-h\">\t\t<\/span><span class=\"crayon-v\">\u043e\u0448\u0438\u0431\u043a\u0430<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u0446\u0435\u043b\u044c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u043f\u0440\u0435\u0434<\/span><\/p>\n<p><span class=\"crayon-h\">            <\/span><span class=\"crayon-c\">#\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u0435\u0441\u043e\u0432 \u0438 \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u044f<\/span><\/p>\n<p><span class=\"crayon-h\">\t\t<\/span><span class=\"crayon-st\">\u0434\u043b\u044f<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u0438\u043d\u0434\u0435\u043a\u0441<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-e\">\u0446\u0435\u043d\u0438\u0442\u044c <\/span><span class=\"crayon-st\">\u0432<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-k \">\u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0438\u0442\u044c<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">\u0418\u043a\u0441<\/span><span class=\"crayon-sy\">)<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">\t\t\t<\/span><span class=\"crayon-k \">\u0436<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-v\">index<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">+=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u0430\u043b\u044c\u0444\u0430<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">*<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u043e\u0448\u0438\u0431\u043a\u0430<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">*<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-i\">\u0446\u0435\u043d\u0438\u0442\u044c<\/span><\/p>\n<p><span class=\"crayon-h\">\t\t\t<\/span><span class=\"crayon-v\">\u0431<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">+=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u0430\u043b\u044c\u0444\u0430<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">*<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u043e\u0448\u0438\u0431\u043a\u0430<\/span><\/p>\n<\/p>\n<p><span class=\"crayon-c\">#\u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/span><\/p>\n<p><span class=\"crayon-k \">\u0442\u0435\u0441\u0442<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">]<\/span><\/p>\n<p><span class=\"crayon-v\">\u0442\u044b<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-k \">\u0436<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">*<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-k \">\u0442\u0435\u0441\u0442<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">+<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-k \">\u0436<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">*<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-k \">\u0442\u0435\u0441\u0442<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">+<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-i\">\u0431<\/span><\/p>\n<p><span class=\"crayon-v\">\u043f\u0440\u0435\u0434<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8220;=&#8221;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u0448\u0430\u0433<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">\u0442\u044b<\/span><span class=\"crayon-sy\">)<\/span><\/p>\n<p><span class=\"crayon-k \">\u0420\u0430\u0441\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c<\/span><span class=\"crayon-sy\">(<\/span><span class=\"crayon-v\">\u043f\u0440\u0435\u0434<\/span><span class=\"crayon-sy\">)<\/span><\/p>\n<\/div>\n<\/td>\n<p>&#13;<br \/>\n\t\t\t\t\t<\/tr>\n<p>&#13;<br \/>\n\t\t\t\t<\/table>\n<\/p><\/div>\n<\/p><\/div>\n<p><!-- [Format Time: 0.0087 seconds] --><br \/>\n<!-- Crayon Syntax Highlighter v_2.7.2_beta --><\/p>\n<p><!-- [Format Time: 0.0000 seconds] --><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0422\u0435\u043f\u0435\u0440\u044c \u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0435\u043c \u044d\u0442\u043e \u0434\u043b\u044f \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430 AND.  \u041d\u0430\u043c \u043f\u0440\u043e\u0441\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\"><span style=\"font-weight: 400;\">                        \u0443 = [<\/span><span style=\"font-weight: 400;\">0<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">0<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">0<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">1<\/span><span style=\"font-weight: 400;\">]<\/span><\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0422\u0435\u043f\u0435\u0440\u044c, \u0435\u0441\u043b\u0438 \u043c\u044b \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u043c \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0443, \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043c \u0432\u044b\u0432\u043e\u0434 \u043a\u0430\u043a 0. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 0 \u0418 1 \u0440\u0430\u0432\u043d\u043e 0<\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043a\u0430\u043a [0,0],[1,0] \u0438\u043b\u0438 [1,1].<\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0422\u0435\u043f\u0435\u0440\u044c, \u0435\u0441\u043b\u0438 \u0432\u044b \u043f\u043e\u043f\u044b\u0442\u0430\u0435\u0442\u0435\u0441\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c XOR \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d\u0430, \u0438\u0437\u043c\u0435\u043d\u0438\u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f (y), \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u043f\u043e\u0445 \u0432\u044b \u043e\u0431\u0443\u0447\u0430\u0435\u0442\u0435 \u0441\u0435\u0442\u044c, \u0432\u044b \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u043d\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0430\u0435\u0442\u0441\u044f \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438. <\/span><\/p>\n<p><span style=\"font-weight: 400; font-size: 14pt;\">\u0422\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043b\u0438\u043d\u0435\u0439\u043d\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043c\u044b\u043c\u0438.  \u0414\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043d\u0430\u043c \u043d\u0443\u0436\u0435\u043d \u043c\u043d\u043e\u0433\u043e\u0441\u043b\u043e\u0439\u043d\u044b\u0439 \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0438\u043c\u0435\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0441\u043b\u043e\u0435\u0432, \u0447\u0435\u043c \u043e\u0431\u044b\u0447\u043d\u044b\u0439 \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d.<\/span><\/p>\n<h2><strong><span style=\"font-size: 14pt;\">\u0417\u0410\u041a\u041b\u042e\u0427\u0415\u041d\u0418\u0415:<\/span><\/strong><\/h2>\n<p><span style=\"font-size: 14pt;\">\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0443\u0437\u043d\u0430\u043b\u0438, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d \u0438 \u043a\u0430\u043a \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u0445 \u0441 \u043d\u0443\u043b\u044f \u043d\u0430 \u043f\u0438\u0442\u043e\u043d\u0435.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">\u041f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d \u2014 \u044d\u0442\u043e \u0431\u0438\u043d\u0430\u0440\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440, \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0449\u0438\u0439 \u0433\u0438\u043f\u0435\u0440\u043f\u043b\u043e\u0441\u043a\u043e\u0441\u0442\u044c, \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0449\u0443\u044e \u0434\u0432\u0435 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445.  \u041e\u0434\u043d\u0430\u043a\u043e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441 \u043f\u0435\u0440\u0446\u0435\u043f\u0442\u0440\u043e\u043d\u043e\u043c \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u044d\u0442\u043e \u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440.  \u041e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0440\u0435\u0448\u0430\u0442\u044c \u043d\u0435\u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0447\u0430\u0441\u0442\u0438 \u043c\u044b \u0443\u0437\u043d\u0430\u0435\u043c \u043e \u043c\u043d\u043e\u0433\u043e\u0441\u043b\u043e\u0439\u043d\u043e\u043c \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d\u0435, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u043e\u0436\u0435\u0442 \u0440\u0435\u0448\u0430\u0442\u044c \u043d\u0435\u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438.<\/span><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0412 \u0447\u0430\u0441\u0442\u0438 1 \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0432 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u043c\u044b \u0443\u0437\u043d\u0430\u043b\u0438 \u043e\u0431 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u043f\u0440\u043e\u0441\u0442\u0435\u0439\u0448\u0438\u0445 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u043d\u043e\u0432, \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c\u043e\u043c \u043d\u0435\u0439\u0440\u043e\u043d\u043e\u043c \u041c\u0430\u043a\u043a\u0430\u043b\u043b\u043e\u0445\u0430-\u041f\u0438\u0442\u0442\u0441\u0430, \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043b\u0438 \u0435\u0433\u043e \u043d\u0430 \u043f\u0438\u0442\u043e\u043d\u0435. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441 MP-\u043d\u0435\u0439\u0440\u043e\u043d\u043e\u043c \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442. \u0412\u0435\u0441\u0430 \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0440\u0443\u0447\u043d\u0443\u044e. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0443\u0432\u0438\u0434\u0438\u043c Perceptron, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0443\u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043d\u0435\u0439\u0440\u043e\u043d\u0430 MP. \u0412 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 MP-\u043d\u0435\u0439\u0440\u043e\u043d\u0430, \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":932,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-931","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-research-and-news"},"_links":{"self":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/posts\/931","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=931"}],"version-history":[{"count":0,"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/posts\/931\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/media\/932"}],"wp:attachment":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=931"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=931"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=931"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}