{"id":62,"date":"2014-02-12T11:28:30","date_gmt":"2014-02-12T13:28:30","guid":{"rendered":"http:\/\/sites.usp.br\/keml\/?page_id=62"},"modified":"2024-09-02T18:20:29","modified_gmt":"2024-09-02T20:20:29","slug":"pagina-1","status":"publish","type":"page","link":"https:\/\/sites.usp.br\/keml\/","title":{"rendered":"KEML-PT"},"content":{"rendered":"<div id=\"pl-62\"  class=\"panel-layout\" ><div id=\"pg-62-0\"  class=\"panel-grid panel-has-style\" ><div class=\"siteorigin-panels-stretch panel-row-style panel-row-style-for-62-0\" data-stretch-type=\"full-width-stretch\" ><div id=\"pgc-62-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-62-0-0-0\" class=\"so-panel widget widget_sow-slider panel-first-child panel-last-child\" data-index=\"0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-slider so-widget-sow-slider-default-138cdbabb56d-62\"\n\t\t\t\n\t\t>\t\t\t\t<div class=\"sow-slider-base\" style=\"display: none\" tabindex=\"0\">\n\t\t\t\t\t<ul\n\t\t\t\t\tclass=\"sow-slider-images\"\n\t\t\t\t\tdata-settings=\"{&quot;pagination&quot;:true,&quot;speed&quot;:400,&quot;timeout&quot;:8000,&quot;paused&quot;:false,&quot;pause_on_hover&quot;:false,&quot;swipe&quot;:true,&quot;nav_always_show_desktop&quot;:&quot;&quot;,&quot;nav_always_show_mobile&quot;:&quot;&quot;,&quot;breakpoint&quot;:&quot;780px&quot;,&quot;unmute&quot;:false,&quot;anchor&quot;:null}\"\n\t\t\t\t\t\t\t\t\t\tdata-anchor-id=\"\"\n\t\t\t\t>\t\t<li class=\"sow-slider-image\" style=\"visibility: visible;\" >\n\t\t\t<video class=\"sow-full-element sow-mobile-video_enabled\" autoplay loop style=\"opacity: 1\" muted playsinline><source src=\"https:\/\/sites.usp.br\/keml\/wp-content\/uploads\/sites\/1460\/2024\/08\/1_capa-keml-texto_720p_4M-corte.mp4\" type=\"video\/mp4\"><\/video>\t\t<\/li>\n\t\t<\/ul>\t\t\t\t<ol class=\"sow-slider-pagination\">\n\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"#\" data-goto=\"0\" aria-label=\"Display slide 1\"><\/a><\/li>\n\t\t\t\t\t\t\t\t\t<\/ol>\n\n\t\t\t\t<div class=\"sow-slide-nav sow-slide-nav-next\">\n\t\t\t\t\t<a href=\"#\" data-goto=\"next\" aria-label=\"Next slide\" data-action=\"next\">\n\t\t\t\t\t\t<em class=\"sow-sld-icon-thin-right\"><\/em>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"sow-slide-nav sow-slide-nav-prev\">\n\t\t\t\t\t<a href=\"#\" data-goto=\"previous\" aria-label=\"Previous slide\" data-action=\"prev\">\n\t\t\t\t\t\t<em class=\"sow-sld-icon-thin-left\"><\/em>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-62-1\"  class=\"panel-grid panel-has-style\" ><div class=\"panel-row-style panel-row-style-for-62-1\" ><div id=\"pgc-62-1-0\"  class=\"panel-grid-cell\" ><div id=\"panel-62-1-0-0\" class=\"so-panel widget widget_sow-headline panel-first-child panel-last-child\" data-index=\"1\" ><div class=\"panel-widget-style panel-widget-style-for-62-1-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-headline so-widget-sow-headline-default-12018169f050-62\"\n\t\t\t\n\t\t><div class=\"sow-headline-container \">\n\t\t\t\t\t\t\t<h1 class=\"sow-headline\">\n\t\t\t\t\t\tSOBRE O KEML\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"sow-sub-headline\">\n\t\t\t\t\t\tKEML - Knowledge Enhanced Machine Learning: somos um grupo de pesquisa do Centro de Intelig\u00eancia Artificial (C4AI) da Universidade de S\u00e3o Paulo,  com pesquisadores atuando em aprendizado de m\u00e1quina, racioc\u00ednio l\u00f3gico e representa\u00e7\u00e3o do conhecimento. O objetivo deste grupo de pesquisa tem sido mesclar aprendizado baseado em dados e racioc\u00ednio baseado em conhecimento. Embora a \u00e1rea de Intelig\u00eancia Artificial seja agora muito bem-sucedida devido a inova\u00e7\u00f5es em aprendizado de m\u00e1quina, mais aten\u00e7\u00e3o deve ser dada ao racioc\u00ednio com garantias formais. A pesquisa do grupo levou ao desenvolvimento de um agente conversacional que combina v\u00e1rias fontes de informa\u00e7\u00e3o sobre o oceano, usado tanto em interfaces baseadas na web quanto em interfaces baseadas em rob\u00f4s. Atualmente, um esfor\u00e7o significativo \u00e9 dedicado \u00e0 avalia\u00e7\u00e3o de modelos de linguagem, e sua sinergia com a engenharia de prompt, para obter garantias de factualidade. A equipe tamb\u00e9m investiga combina\u00e7\u00f5es neurosimb\u00f3licas de programa\u00e7\u00e3o probabil\u00edstica e redes neurais artificiais para argumenta\u00e7\u00e3o automatizada.\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-62-2\"  class=\"panel-grid panel-has-style\" ><div class=\"panel-row-style panel-row-style-for-62-2\" ><div id=\"pgc-62-2-0\"  class=\"panel-grid-cell\" ><div id=\"panel-62-2-0-0\" class=\"so-panel widget widget_sow-headline panel-first-child panel-last-child\" data-index=\"2\" ><div class=\"panel-widget-style panel-widget-style-for-62-2-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-headline so-widget-sow-headline-default-bfe6a4088514-62\"\n\t\t\t\n\t\t><div class=\"sow-headline-container \">\n\t\t\t\t\t\t\t<h2 class=\"sow-headline\">\n\t\t\t\t\t\tPROJETOS\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-62-3\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-62-3-0\"  class=\"panel-grid-cell\" ><div id=\"panel-62-3-0-0\" class=\"so-panel widget widget_sow-features panel-first-child panel-last-child\" data-index=\"3\" ><div class=\"panel-widget-style panel-widget-style-for-62-3-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-features so-widget-sow-features-default-7f505b8e786e-62\"\n\t\t\t\n\t\t><ul\n\tclass=\"sow-features-list\n\tsow-features-responsive\">\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(50% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #fffafa; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-fontawesome sow-far\" data-sow-icon=\"&#xf086;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tAgentes Conversacionais\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>Agentes conversacionais s\u00e3o, talvez, a principal aplica\u00e7\u00e3o para um modelo ...<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/agentes-conversacionais\/\" target=\"_blank\" rel=\"noopener noreferrer\">Resumo do projeto<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(50% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #fffafa; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-fontawesome sow-far\" data-sow-icon=\"&#xf044;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tAvalia\u00e7\u00e3o de grandes modelos de linguagem\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>A r\u00e1pida evolu\u00e7\u00e3o dos grandes modelos de linguagem e a evidente compet\u00eancia deles ...<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/avaliacao-de-grandes-modelos-de-linguagem\/\" target=\"_blank\" rel=\"noopener noreferrer\">Resumo do projeto<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(50% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #fffafa; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-fontawesome sow-far\" data-sow-icon=\"&#xf0eb;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tMinera\u00e7\u00e3o de argumentos\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>Um dos tra\u00e7os do comportamento racional \u00e9 a capacidade de oferecer justificativas ...<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/mineracao-de-argumentos\/\" target=\"_blank\" rel=\"noopener noreferrer\">Resumo do projeto<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(50% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #fffafa; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-fontawesome sow-far\" data-sow-icon=\"&#xf2c2;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tProgramas l\u00f3gicos-probabil\u00edsticos-neurosimb\u00f3licos\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>Nas \u00faltimas d\u00e9cadas, temos sido repetidamente surpreendidos pelo desempenho dos ...<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/programas-logicos-probabilisticos-neurais\/\" target=\"_blank\" rel=\"noopener noreferrer\">Resumo do projeto<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t<\/ul>\n<\/div><\/div><\/div><\/div><\/div><div id=\"pg-62-4\"  class=\"panel-grid panel-has-style\" ><div class=\"panel-row-style panel-row-style-for-62-4\" ><div id=\"pgc-62-4-0\"  class=\"panel-grid-cell\" ><div id=\"panel-62-4-0-0\" class=\"so-panel widget widget_sow-headline panel-first-child panel-last-child\" data-index=\"4\" ><div class=\"panel-widget-style panel-widget-style-for-62-4-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-headline so-widget-sow-headline-default-bfe6a4088514-62\"\n\t\t\t\n\t\t><div class=\"sow-headline-container \">\n\t\t\t\t\t\t\t<h2 class=\"sow-headline\">\n\t\t\t\t\t\tRECURSOS\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-62-5\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-62-5-0\"  class=\"panel-grid-cell\" ><div id=\"panel-62-5-0-0\" class=\"so-panel widget widget_sow-features panel-first-child panel-last-child\" data-index=\"5\" ><div class=\"panel-widget-style panel-widget-style-for-62-5-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-features so-widget-sow-features-default-795b28489380-62\"\n\t\t\t\n\t\t><ul\n\tclass=\"sow-features-list\n\tsow-features-responsive\">\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(33.333% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #424242; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-fontawesome sow-far\" data-sow-icon=\"&#xf15c;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tCorpora\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>Os corpora criados pelo grupo KEML s\u00e3o compostos principalmente de textos em l\u00edngua portuguesa.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/corpora\/\" target=\"_blank\" rel=\"noopener noreferrer\">Visite e os explore!<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(33.333% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #424242; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-fontawesome sow-fas\" data-sow-icon=\"&#xf1c0;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tConjunto de Dados\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>Aprendizado de m\u00e1quina n\u00e3o se faz sem conjuntos de dados.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/conjuntos-de-dados\/\" target=\"_blank\" rel=\"noopener noreferrer\">Oferecemos\u00a0alguns ...<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(33.333% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #424242; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-icomoon\" data-sow-icon=\"&#xea81;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tModelos\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>Os modelos que criamos em nossos trabalhos est\u00e3o descritos nessa \u00e1rea.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/modelos\/\" target=\"_blank\" rel=\"noopener noreferrer\">Entre para conhec\u00ea-los ...<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(33.333% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #424242; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-icomoon\" data-sow-icon=\"&#xea82;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tGrafos de conhecimento e ontologias\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>Conhecimento e aprendizado de m\u00e1quina juntos \u00e9 o nosso desejo.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/grafos-de-conhecimento-e-ontologias\/\" target=\"_blank\" rel=\"noopener noreferrer\">Acesse conhecimento estruturado aqui.<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(33.333% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #424242; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-fontawesome sow-fas\" data-sow-icon=\"&#xf085;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tFrameworks\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>No decorrer dos anos colocamos parte de nossos esfor\u00e7os dentro de frameworks.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/frameworks\/\" target=\"_blank\" rel=\"noopener noreferrer\">Use-os ...<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t\t\t<li\n\t\t\tclass=\"sow-features-feature sow-icon-container-position-top\"\n\t\t\tstyle=\"display: flex; flex-direction: column; width: calc(33.333% - 25px);\"\n\t\t>\n\t\t\t\n\t\t\t\t\t\t<div\t\t\t\tclass=\"sow-icon-container sow-container-none\"\n\t\t\t\tstyle=\"color: #424242; \"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<span class=\"sow-icon-fontawesome sow-fas\" data-sow-icon=\"&#xf11c;\"\n\t\tstyle=\"font-size: 48px; color: #383838\" \n\t\taria-hidden=\"true\"><\/span>\t\t\t<\/div>\n\n\t\t\t<div class=\"textwidget\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"sow-features-feature-title\">\n\t\t\t\t\t\tC\u00f3digos\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"sow-features-feature-text\">\n\t\t\t\t\t<p>Em prol da reprodutibilidade.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<p class=\"sow-more-text\">\n\t\t\t\t\t<a href=\"https:\/\/sites.usp.br\/keml\/codigos\/\" target=\"_blank\" rel=\"noopener noreferrer\">Descri\u00e7\u00e3o de nossos c\u00f3digos aqui...<\/a>\t\t\t\t<\/p>\n\t\t\t\t\t<\/li>\n\n\t<\/ul>\n<\/div><\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>SOBRE O KEML KEML &#8211; Knowledge Enhanced Machine Learning: somos um grupo de pesquisa do Centro de Intelig\u00eancia Artificial (C4AI) da Universidade de S\u00e3o Paulo, com pesquisadores atuando em aprendizado de m\u00e1quina, racioc\u00ednio l\u00f3gico e representa\u00e7\u00e3o do conhecimento. O objetivo deste grupo de pesquisa tem sido mesclar aprendizado baseado em dados e racioc\u00ednio baseado em<a href=\"https:\/\/sites.usp.br\/keml\/\">[&#8230;]<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template-fullwidth-no-title.php","meta":{"inline_featured_image":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-62","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sites.usp.br\/keml\/wp-json\/wp\/v2\/pages\/62","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.usp.br\/keml\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.usp.br\/keml\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.usp.br\/keml\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.usp.br\/keml\/wp-json\/wp\/v2\/comments?post=62"}],"version-history":[{"count":6,"href":"https:\/\/sites.usp.br\/keml\/wp-json\/wp\/v2\/pages\/62\/revisions"}],"predecessor-version":[{"id":939,"href":"https:\/\/sites.usp.br\/keml\/wp-json\/wp\/v2\/pages\/62\/revisions\/939"}],"wp:attachment":[{"href":"https:\/\/sites.usp.br\/keml\/wp-json\/wp\/v2\/media?parent=62"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}