{"id":43,"date":"2024-10-01T14:06:40","date_gmt":"2024-10-01T17:06:40","guid":{"rendered":"https:\/\/cursos.ufrrj.br\/grad\/cienciasdedados-tr\/?page_id=43"},"modified":"2026-04-11T16:55:25","modified_gmt":"2026-04-11T19:55:25","slug":"matriz-curricular","status":"publish","type":"page","link":"https:\/\/cursos.ufrrj.br\/grad\/cienciadedados-tr\/matriz-curricular\/","title":{"rendered":"Matriz Curricular"},"content":{"rendered":"\n

Disciplinas Obrigat\u00f3rias<\/strong><\/p>\n\n\n\n

1\u00b0 Semestre <\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga<\/strong> Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TR791<\/a><\/td>Sistemas de Informa\u00e7\u00e3o Gerencial<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr>
TR521<\/a><\/td>Introdu\u00e7\u00e3o \u00e0 Ci\u00eancia da Computa\u00e7\u00e3o<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr>
TR522<\/a><\/td>C\u00e1lculo I<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr>
TR788<\/a><\/td>\u00c9tica nas Organiza\u00e7\u00f5es<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr>
TR523<\/a><\/td>Fundamentos de Economia I<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

2\u00b0 Semestre<\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga<\/strong> Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TR524<\/a><\/td>An\u00e1lise Explorat\u00f3ria e Visualiza\u00e7\u00e3o de Dados<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr>
TR525<\/a><\/td>Programa\u00e7\u00e3o Orientada \u00e0 Objetos<\/a><\/td>4<\/a><\/td>60<\/a><\/td>TR521<\/a><\/td><\/tr>
TR526<\/a><\/td>C\u00e1lculo II<\/a><\/td>4<\/a><\/td>60<\/a><\/td>TR522<\/a><\/td><\/tr>
TR527<\/a><\/td>\u00c1lgebra Linear I<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr>
TR528<\/a><\/td>Fundamentos de Economia II<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

3\u00b0 Semestre<\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga<\/strong> Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TR531<\/a><\/td>Probabilidade<\/a><\/td>4<\/a><\/td>60<\/a><\/td>TR526<\/a><\/td><\/tr>
TR530<\/a><\/td>Estrutura de Dados<\/a><\/td>4<\/a><\/td>60<\/a><\/td>TR521<\/a><\/td><\/tr>
TR529<\/a><\/td>\u00c1lgebra Linear II<\/a><\/td>4<\/a><\/td>60<\/a><\/td>TR527<\/a><\/td><\/tr>
TR901<\/a><\/td>Pesquisa Operacional<\/a><\/td>4<\/a><\/td>60<\/a><\/td>TR527<\/a><\/td><\/tr>
TR532<\/a><\/td>Gest\u00e3o de Processos<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

4\u00b0 Semestre<\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga<\/strong> Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TR533<\/a><\/td>Infer\u00eancia Estat\u00edstica<\/a><\/td>4<\/a><\/td>60<\/a><\/td>TR531<\/a><\/td><\/tr>
TR534<\/a><\/td>An\u00e1lise e Projeto de Algoritmos<\/a><\/td>4<\/a><\/td>60<\/a><\/td>TR530<\/a><\/td><\/tr>
TR535<\/a><\/td>Banco de Dados I<\/a><\/td>4<\/a><\/td>60<\/a><\/td>TR530<\/a><\/td><\/tr>
TR907<\/a><\/td>Empreendedorismo e Inova\u00e7\u00e3o<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr>
TR536<\/a><\/td>Gest\u00e3o de Projetos<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

5\u00b0 Semestre<\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga<\/strong> Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TRYL1<\/td>Modelos de Regress\u00e3o e Aprendizado Supervisionado I<\/td>4<\/td>60<\/td>TRYM3, TRYM7<\/td><\/tr>
TRYP5<\/td>Projeto de Software<\/td>4<\/td>60<\/td>TRYP4<\/td><\/tr>
TRYB2<\/td>Fundamentos de Engenharia de Dados e
Big-Data<\/td>		4<\/td>60<\/td>TRYB1<\/td><\/tr>
TR394<\/a><\/td>Metodologia da Pesquisa<\/a><\/td>4<\/a><\/td>60<\/a><\/td>–<\/td><\/tr>
–<\/td>Espa\u00e7o na grade para optativas<\/td>4<\/td>60<\/td>–<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

6\u00b0 Semestre<\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga<\/strong> Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TRYL2<\/td>S\u00e9ries Temporais e Aprendizado Supervisionado II<\/td>4<\/td>60<\/td>TRYL1<\/td><\/tr>
TRYL3<\/td>Aprendizado de M\u00e1quina<\/td>4<\/td>60<\/td>TRYL1<\/td><\/tr>
TRYB3<\/td>Computa\u00e7\u00e3o de Alto Desempenho<\/td>4<\/td>60<\/td>TRYB2<\/td><\/tr>
AAYPR1<\/td>Pr\u00e1ticas em Ci\u00eancia de Dados I<\/td>4<\/td>75<\/td>TRYL1<\/td><\/tr>
AAYPR3<\/td>Trabalho de Conclus\u00e3o de Curso I<\/td>4<\/td>120<\/td>TR394<\/td><\/tr>
–<\/td>Espa\u00e7o na grade para optativas<\/td>4<\/td>60<\/td>–<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

7\u00b0 Semestre<\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga<\/strong> Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TRYL4<\/td>Redes Neurais e Aprendizado Profundo<\/td>4<\/td>60<\/td>TRYM7<\/td><\/tr>
TRYL5<\/td>An\u00e1lise Multivariada e Aprendizado N\u00e3o Supervisionado<\/td>4<\/td>60<\/td>TRYM4, TRYM7<\/td><\/tr>
AAYPR2<\/td>Pr\u00e1ticas em Ci\u00eancia de Dados II<\/td>4<\/td>75<\/td>AAYPR1<\/td><\/tr>
AAYPR4<\/td>Trabalho de Conclus\u00e3o de Curso II<\/td>4<\/td>120<\/td>AAYPR3<\/td><\/tr>
–<\/td>Espa\u00e7o na grade para optativas<\/td>4<\/td>60<\/td>–<\/td><\/tr>
–<\/td>Espa\u00e7o na grade para optativas<\/td>4<\/td>60<\/td>–<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

8\u00b0 Semestre<\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga<\/strong> Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TRYD1<\/td>Legisla\u00e7\u00e3o para Ci\u00eancia de Dados<\/td>4<\/td>60<\/td>–<\/td><\/tr>
AAYPR5<\/td>Trabalho de Conclus\u00e3o de Curso III<\/td>4<\/td>120<\/td>AAYPR4<\/td><\/tr>
–<\/td>Espa\u00e7o na grade para optativas<\/td>4<\/td>60<\/td>–<\/td><\/tr>
–<\/td>Espa\u00e7o na grade para optativas<\/td>4<\/td>60<\/td>–<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

Disciplinas Optativas<\/strong> – N\u00facleos Matem\u00e1tica, Estat\u00edstica e Computa\u00e7\u00e3o<\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TRYM8<\/td>\u00c1lgebra Linear Num\u00e9rica<\/td>4<\/td>60<\/td>TRYM4, TRYP2<\/td><\/tr>
TRYM9<\/td>\u00c1lgebra, Teoria dos N\u00fameros e Criptografia<\/td>4<\/td>60<\/td>TRYM19<\/td><\/tr>
TRYM10<\/td>An\u00e1lise de S\u00e9ries Temporais Multivariada<\/td>4<\/td>60<\/td>TRYL2<\/td><\/tr>
TR516<\/td>Banco de Dados II<\/td>4<\/td>60<\/td>TRYB1<\/td><\/tr>
TRYM11<\/td>C\u00e1lculo III<\/td>4<\/td>60<\/td>TRYM2<\/td><\/tr>
TRYM12<\/td>Ci\u00eancia de Redes<\/td>4<\/td>60<\/td>TRYM6, TRYM4, TRYB2<\/td><\/tr>
TRYP6<\/td>Constru\u00e7\u00e3o de P\u00e1gina Web<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TRYM13<\/td>Curvas e Superf\u00edcies<\/td>4<\/td>60<\/td>TRYP1, TRYM14<\/td><\/tr>
TRYM14<\/td>Equa\u00e7\u00f5es Diferenciais Ordin\u00e1rias<\/td>4<\/td>60<\/td>TRYM2<\/td><\/tr>
TRYM15<\/td>Estat\u00edstica Computacional<\/td>4<\/td>60<\/td>TRYM7<\/td><\/tr>
TRYM16<\/td>Estat\u00edstica Experimental<\/td>4<\/td>60<\/td>TRYM7<\/td><\/tr>
TRYB5<\/td>Gest\u00e3o e Seguran\u00e7a de Dados<\/td>4<\/td>60<\/td>TRYB2<\/td><\/tr>
TRYM18<\/td>Infer\u00eancia Bayesiana<\/td>4<\/td>60<\/td>TRYM7<\/td><\/tr>
TRYM19<\/td>Matem\u00e1tica Discreta<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TRYM20<\/td>Modelos Lineares<\/td>4<\/td>60<\/td>TRYM3<\/td><\/tr>
TRYM21<\/td>Modelos Lineares Generalizados<\/td>4<\/td>60<\/td>TRYL1<\/td><\/tr>
TRYA3<\/td>Otimiza\u00e7\u00e3o N\u00e3o Linear<\/td>4<\/td>60<\/td>TRYM2<\/td><\/tr>
TRYP7<\/td>Processamento de Linguagem Natural e Recupera\u00e7\u00e3o da Informa\u00e7\u00e3o<\/td>4<\/td>60<\/td>TRYP3<\/td><\/tr>
TRYM22<\/td>Processos Estoc\u00e1sticos e Simula\u00e7\u00e3o<\/td>4<\/td>60<\/td>TRYM6<\/td><\/tr>
TRYL6<\/td>T\u00f3picos Especiais em Ci\u00eancia de Dados I<\/td>4<\/td>60<\/td>TRYB2, TRYL3<\/td><\/tr>
TRYL7<\/td>T\u00f3picos Especiais em Ci\u00eancia de Dados II<\/td>4<\/td>60<\/td>TRYB2, TRYL3<\/td><\/tr>
TRYL8<\/td>T\u00f3picos Especiais em Ci\u00eancia de Dados III<\/td>4<\/td>60<\/td>TRYB2, TRYL3<\/td><\/tr>
TRYP8<\/td>Vis\u00e3o Computacional<\/td>4<\/td>60<\/td>TRYL4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

Disciplinas Optativas<\/strong> – N\u00facleo Ci\u00eancia Sociais Aplicadas<\/strong><\/p>\n\n\n\n

C\u00f3digo<\/strong><\/td>Componente Curricular<\/strong><\/td>Cr\u00e9ditos<\/strong><\/td>Carga Hor\u00e1ria<\/strong><\/td>Requisitos<\/strong><\/td><\/tr>
TRYE3<\/td>An\u00e1lise de Efici\u00eancia e Produtividade com Pr\u00e1ticas Extensionistas<\/td>4<\/td>60<\/td>TRYE1 \/ TRYL1<\/td><\/tr>
TR516<\/td>An\u00e1lise Regional e Urbana Aplicada ao Munic\u00edpio de Tr\u00eas Rios – RJ<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TR393<\/td>Contabilidade Geral<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TRYO1<\/td>Criptomoedas e Blockchain<\/td>4<\/td>60<\/td>TRYP2<\/td><\/tr>
TRYD2<\/td>Direitos Humanos \u2013 Parte Geral<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TR513<\/td>Econometria Espacial e Pr\u00e1ticas Extensionistas<\/td>4<\/td>60<\/td>TRYL1<\/td><\/tr>
TRXC5<\/td>Finan\u00e7as I<\/td>4<\/td>60<\/td>TR393<\/td><\/tr>
TRXC6<\/td>Finan\u00e7as II<\/td>4<\/td>60<\/td>TRXC4 \/ TRXC5<\/td><\/tr>
TRXM1<\/td>Fundamentos de Marketing<\/td>4<\/td>60<\/td>TR786<\/td><\/tr>
TRYG1<\/td>Gest\u00e3o de Dados e Conserva\u00e7\u00e3o Ambiental<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TR708<\/td>Gest\u00e3o Socioambiental<\/td>4<\/td>60<\/td>TR788<\/td><\/tr>
TRYO2<\/td>Ingl\u00eas Instrumental<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TR815<\/td>Introdu\u00e7\u00e3o ao Direito P\u00fablico e Privado<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TRXT12<\/td>Intelig\u00eancia Artificial Aplicada \u00e0 Gest\u00e3o<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TR786<\/td>Introdu\u00e7\u00e3o \u00e0 Administra\u00e7\u00e3o<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TR186<\/td>L\u00edngua Brasileira de Sinais – Libras<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TRXC4<\/td>Matem\u00e1tica Financeira<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TRXM5<\/td>Negocia\u00e7\u00e3o<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TRXC7<\/td>Planejamento Financeiro<\/td>4<\/td>60<\/td>TRXC6<\/td><\/tr>
TRYG2<\/td>Pr\u00e1ticas Extensionistas Utilizando Dados Geoespaciais para An\u00e1lise e Tomada de Decis\u00e3o<\/td>4<\/td>60<\/td>TRYB2<\/td><\/tr>
TRYG3<\/td>Pr\u00e1ticas Extensionistas Voltadas \u00e0 Conserva\u00e7\u00e3o Ambiental Vinculadas \u00e0 An\u00e1lise de Dados<\/td>4<\/td>60<\/td>TRYB1 \/ TRYL1<\/td><\/tr>
TR755<\/td>Rela\u00e7\u00f5es \u00c9tnico-Raciais na Am\u00e9rica Latina<\/td>4<\/td>60<\/td>–<\/td><\/tr>
TR509<\/td>Tecnologia e Inova\u00e7\u00e3o no Munic\u00edpio de Tr\u00eas Rios<\/td>4<\/td>60<\/td>–<\/td><\/tr><\/tbody><\/table><\/figure>\n","protected":false},"excerpt":{"rendered":"

Disciplinas Obrigat\u00f3rias 1\u00b0 Semestre C\u00f3digo Componente Curricular Cr\u00e9ditos Carga Hor\u00e1ria Requisitos TR791 Sistemas de Informa\u00e7\u00e3o Gerencial 4 60 – TR521 Introdu\u00e7\u00e3o \u00e0 […]<\/p>\n","protected":false},"author":79,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"ngg_post_thumbnail":0,"footnotes":""},"class_list":["post-43","page","type-page","status-publish","hentry"],"yoast_head":"\nMatriz Curricular - Gradua\u00e7\u00e3o em Ci\u00eancia de Dados - Campus Tr\u00eas Rios<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/cursos.ufrrj.br\/grad\/cienciadedados-tr\/matriz-curricular\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Matriz Curricular - 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