{"id":154,"date":"2026-01-05T16:03:48","date_gmt":"2026-01-05T09:03:48","guid":{"rendered":"https:\/\/cenre.org\/?page_id=154"},"modified":"2026-01-05T16:03:49","modified_gmt":"2026-01-05T09:03:49","slug":"mang-no-ron-mot-lop-va-huan-luyen-mang","status":"publish","type":"page","link":"https:\/\/cenre.org\/en\/mang-no-ron-mot-lop-va-huan-luyen-mang\/","title":{"rendered":"Single-layer neural networks and network training"},"content":{"rendered":"<p class=\"translation-block\">ARTIFICIAL INTELLIGENCE FOR COMPUTING AND ITS APPLICATIONS IN THE FIELD OF NATURAL RESOURCES AND ENVIRONMENT\nLesson 3. Single-layer neural networks and network training.<\/p>\n\n\n\n<p><strong>B\u00e0i s\u1ed1 3. M\u1ea1ng n\u01a1 ron m\u1ed9t l\u1edbp v\u00e0 hu\u1ea5n luy\u1ec7n m\u1ea1ng<\/strong><br><strong>TS Nguy\u1ec5n D\u01b0 Khang<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left\"><strong><em>T\u00f3m t\u1eaft:<\/em><\/strong>     <br><em>Summary:\n\tIn the previous article, the author presented some core functions and parameters used in artificial neural networks. In this article, the author will present single-layer artificial neural networks and network training algorithms, along with specific examples based on the functions and parameters introduced. Single-layer neural networks, being simple networks, are usually only applied when classifying objects with clearly distinct characteristics. However, this knowledge is important for readers to approach multi-layer artificial neural networks, which will be presented in later articles, serving specific applications that each interested reader can apply to their own professional field.\nKeywords: Perceptron, delta, gradient .\u00a0<\/em><br><strong><em>T\u1eeb kho\u00e1: <\/em><\/strong><em>Perceptron, delta, gradient .<\/em><\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-e8a24335-b1ba-44a1-8b28-1680dea4803d\" href=\"https:\/\/cenre.org\/wp-content\/uploads\/2026\/01\/Bai-so-3.-Mang-no-ron-mot-lop-va-huan-luyen-mang-1.pdf\">B\u00e0i s\u1ed1 3. M\u1ea1ng n\u01a1 ron m\u1ed9t l\u1edbp v\u00e0 hu\u1ea5n luy\u1ec7n m\u1ea1ng <\/a><a href=\"https:\/\/cenre.org\/wp-content\/uploads\/2026\/01\/Bai-so-3.-Mang-no-ron-mot-lop-va-huan-luyen-mang-1.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-e8a24335-b1ba-44a1-8b28-1680dea4803d\">Download<\/a><\/div>\n\n\n\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/cenre.org\/wp-content\/uploads\/2026\/01\/Single-layer-neural-networks-and-network-training.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Single-layer neural networks and network training.\"><\/object><a id=\"wp-block-file--media-eeeeca49-c2ac-4dd4-9784-aa2626ac44e6\" href=\"https:\/\/cenre.org\/wp-content\/uploads\/2026\/01\/Single-layer-neural-networks-and-network-training.pdf\">Single-layer neural networks and network training<\/a><a href=\"https:\/\/cenre.org\/wp-content\/uploads\/2026\/01\/Single-layer-neural-networks-and-network-training.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-eeeeca49-c2ac-4dd4-9784-aa2626ac44e6\">Download<\/a><\/div>","protected":false},"excerpt":{"rendered":"<p>TR\u00cd TU\u1ec6 NH\u00c2N T\u1ea0O T\u00cdNH TO\u00c1N V\u00c0 \u1ee8NG D\u1ee4NG TRONG NG\u00c0NH T\u00c0I NGUY\u00caN V\u00c0 M\u00d4I TR\u01af\u1edcNG B\u00e0i s\u1ed1 3. M\u1ea1ng n\u01a1 ron m\u1ed9t l\u1edbp v\u00e0 hu\u1ea5n luy\u1ec7n m\u1ea1ngTS Nguy\u1ec5n D\u01b0 Khang T\u00f3m t\u1eaft: Trong b\u00e0i b\u00e1o k\u1ef3 tr\u01b0\u1edbc, t\u00e1c gi\u1ea3 \u0111\u00e3 tr\u00ecnh b\u00e0y v\u1ec1 m\u1ed9t s\u1ed1 h\u00e0m s\u1ed1 v\u00e0 tham s\u1ed1 c\u1ed1t l\u00f5i \u0111\u01b0\u1ee3c s\u1eed&#8230;<\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"class_list":["post-154","page","type-page","status-publish","hentry"],"_hostinger_reach_plugin_has_subscription_block":false,"_hostinger_reach_plugin_is_elementor":false,"_links":{"self":[{"href":"https:\/\/cenre.org\/en\/wp-json\/wp\/v2\/pages\/154","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cenre.org\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cenre.org\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cenre.org\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cenre.org\/en\/wp-json\/wp\/v2\/comments?post=154"}],"version-history":[{"count":1,"href":"https:\/\/cenre.org\/en\/wp-json\/wp\/v2\/pages\/154\/revisions"}],"predecessor-version":[{"id":157,"href":"https:\/\/cenre.org\/en\/wp-json\/wp\/v2\/pages\/154\/revisions\/157"}],"wp:attachment":[{"href":"https:\/\/cenre.org\/en\/wp-json\/wp\/v2\/media?parent=154"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}