{"id":8142,"date":"2023-06-12T14:33:28","date_gmt":"2023-06-12T17:33:28","guid":{"rendered":"https:\/\/wp.ufpel.edu.br\/clause\/?page_id=8142"},"modified":"2026-03-24T18:57:05","modified_gmt":"2026-03-24T21:57:05","slug":"videoaulas-ebc-23","status":"publish","type":"page","link":"https:\/\/wp.ufpel.edu.br\/clause\/videoaulas-ebc-23\/","title":{"rendered":"Videoaulas EBC"},"content":{"rendered":"<p><span style=\"color: #333300;\"><strong><span style=\"font-family: verdana, geneva, sans-serif;\"><span style=\"font-size: 10pt;\">Unidade 1<\/span><\/span><\/strong><\/span><\/p>\n<ul>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #333300;\"><strong><a href=\"https:\/\/youtu.be\/HkXQAfFx7jo\"><span style=\"color: #ff0000;\"><span style=\"color: #333300;\">T\u00f3pico 1.1 (Parte 1)<\/span><\/span><\/a><span style=\"color: #333300;\"> &#8211; Introdu\u00e7\u00e3o e conceito de Estat\u00edstica\u00a0<\/span><\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #333300;\"><strong><a style=\"color: #333300;\" href=\"https:\/\/youtu.be\/xu4etOJqZ9I\">T\u00f3pico 1.1 (Parte 2)<\/a> &#8211; Popula\u00e7\u00e3o e amostra e divis\u00e3o da Estat\u00edstica\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #333300; background-color: #ffffff;\"><strong><a style=\"color: #333300; background-color: #ffffff;\" href=\"https:\/\/youtu.be\/KlHlUhSJizk\">T\u00f3pico 1.1 (Parte 3)<\/a> &#8211; Informa\u00e7\u00f5es hist\u00f3ricas e distribui\u00e7\u00e3o normal<\/strong><\/span><\/li>\n<li><span style=\"color: #333300;\"><strong><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt;\"><a style=\"color: #333300;\" href=\"https:\/\/youtu.be\/gWgaLodTCYc\">T\u00f3pico 1.1 (Parte 3 &#8211; Corte)<\/a> &#8211; O que \u00e9 a distribui\u00e7\u00e3o normal?<\/span><\/strong><\/span><\/li>\n<li><span style=\"color: #333300; font-family: verdana, geneva, sans-serif; font-size: 10pt;\"><strong><a style=\"color: #333300;\" href=\"https:\/\/youtu.be\/nR5fiHoVYb0\">T\u00f3pico 1.1 (Parte 4)<\/a> &#8211; Estat\u00edstica na pesquisa cient\u00edfica<\/strong><\/span><\/li>\n<li><span style=\"color: #333300;\"><a style=\"color: #333300;\" href=\"https:\/\/youtu.be\/MtSxTid4UTQ\"><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt;\"><strong>T\u00f3pico 1.2 (parte 1)<\/strong><\/span><\/a> <span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt;\"><strong>&#8211; Caracter\u00edstica, vari\u00e1vel e escalas de medida<\/strong><\/span><\/span><\/li>\n<li><span style=\"color: #333300;\"><a style=\"color: #333300;\" href=\"https:\/\/youtu.be\/-oZ_8kUUPQw\"><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt;\"><strong>T\u00f3pico 1.2 (parte 2)<\/strong><\/span><\/a><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt;\"><strong> &#8211; Classifica\u00e7\u00e3o de vari\u00e1veis, unidade de observa\u00e7\u00e3o e conjunto de dados<\/strong><\/span><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #333300;\"><strong><a style=\"color: #333300;\" href=\"https:\/\/www.youtube.com\/watch?v=RG5St9P268Q\">T\u00f3pico 1.2 (parte 3)<\/a> &#8211; Nota\u00e7\u00e3o Somat\u00f3rio<\/strong><\/span><\/li>\n<\/ul>\n<p><strong><span style=\"font-family: verdana, geneva, sans-serif;\"><span style=\"font-size: 10pt;\">Unidade 2<\/span><\/span><\/strong><\/p>\n<ul>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; color: #000000;\"><strong><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/03QzBXlkdAQ\">T\u00f3pico 2.1.1<\/a>\u00a0\u2013 Apresenta\u00e7\u00e3o de dados \u2013 S\u00e9ries estat\u00edsticas<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/youtu.be\/KorJTiW-z24\"><strong>T\u00f3pico 2.1.2<\/strong><\/a><strong>\u00a0\u2013 Apresenta\u00e7\u00e3o de dados \u2013 Tabelas<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/youtu.be\/nmR4IpE44ZM\"><strong>T\u00f3pico 2.1.3<\/strong><\/a><strong>\u00a0\u2013 Apresenta\u00e7\u00e3o de dados \u2013 Gr\u00e1ficos<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; color: #000000;\"><strong><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/fO4d-Nd-qAc\">T\u00f3pico 2.2<\/a>\u00a0(Parte 1) \u2013 Distribui\u00e7\u00f5es de\u00a0frequ\u00eancias\u00a0para vari\u00e1veis categ\u00f3ricas e num\u00e9ricas discretas<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; color: #000000;\"><strong><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/U6lM4C_1k10\">T\u00f3pico 2.2<\/a>\u00a0(Parte 2) \u2013 Distribui\u00e7\u00f5es de\u00a0frequ\u00eancias\u00a0para vari\u00e1veis num\u00e9ricas cont\u00ednuas<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; color: #000000;\"><strong><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/s7kc8jb5pHs\">T\u00f3pico 2.2<\/a>\u00a0(Parte 3) \u2013 Histogramas e\u00a0pol\u00edgonos\u00a0de\u00a0frequ\u00eancias<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/VmrYMQxLgys\">T\u00f3pico 2.3.1 (Parte 1)<\/a>\u00a0\u2013 Medidas descritivas \u2013 Introdu\u00e7\u00e3o\u00a0\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/hgJAMe3yuIE\">T\u00f3pico 2.3.1 (Parte 2)<\/a>\u00a0\u2013 Medidas de tend\u00eancia central \u2013 M\u00e9dia aritm\u00e9tica<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/hfSrv-xHBHA\">T\u00f3pico 2.3.1 (Parte 3)<\/a>\u00a0\u2013 Medidas de tend\u00eancia central \u2013 Propriedades matem\u00e1ticas da m\u00e9dia aritm\u00e9tica<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/WlbhL9lWL1E\">T\u00f3pico 2.3.1 (Parte 4)<\/a>\u00a0\u2013 Medidas de tend\u00eancia central \u2013 Mediana e Moda<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/XkQxmlAi7Nk\">T\u00f3pico 2.3.1 (Parte 5)<\/a>\u00a0\u2013 Medidas de tend\u00eancia central \u2013 Algumas considera\u00e7\u00f5es<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/K5fkdkHejA4\">T\u00f3pico 2.3.2 (Parte 1)<\/a>\u00a0\u2013 Medidas separatrizes<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/O0xetSRc9bg\">T\u00f3pico 2.3.2 (Parte 2)<\/a>\u00a0\u2013 Medidas descritivas para dados agrupados em classe\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/hDTrIJAV6gc\">T\u00f3pico 2.3.3 (Parte 1)<\/a>\u00a0\u2013 Medidas de varia\u00e7\u00e3o \u2013 Amplitude total e amplitude interquart\u00edlica<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/a1J4CR6cTeg\">T\u00f3pico 2.3.3 (Parte 2)<\/a>\u00a0\u2013 Medidas de varia\u00e7\u00e3o \u2013 Vari\u00e2ncia<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/DXx533JL840\">T\u00f3pico 2.3.3 (Parte 3)<\/a>\u00a0\u2013 Medidas de varia\u00e7\u00e3o \u2013 Desvio padr\u00e3o e Coeficiente de varia\u00e7\u00e3o<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/n9tRbhRwRN0\">T\u00f3pico 2.3.4 (Parte 1)<\/a>\u00a0\u2013 Medidas de formato<\/strong><strong>\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; background-color: #ffffff; color: #000000;\"><strong><a style=\"background-color: #ffffff; color: #000000;\" href=\"https:\/\/youtu.be\/bsem5wgMUp4\">T\u00f3pico 2.3.4 (Parte 2)<\/a>\u00a0\u2013 Medidas de formato<\/strong><\/span><\/li>\n<li><span style=\"color: #000000;\"><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif;\"><strong><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/vIpFH1Nyjbg\">T\u00f3pico 2.4 (Parte 1)<\/a><\/strong><\/span><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif;\"><strong>\u00a0\u2013 An\u00e1lise explorat\u00f3ria de dados<\/strong><\/span><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; color: #000000;\"><strong><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/iSl7Cih5P18\">T\u00f3pico 2.4 (Parte 2)<\/a>\u00a0\u2013 An\u00e1lise explorat\u00f3ria de dados<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; color: #000000;\"><strong><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/9srcASSbRM8\">T\u00f3pico 2.4 (Parte 3)<\/a>\u00a0\u2013 An\u00e1lise explorat\u00f3ria de dados<\/strong><\/span><\/li>\n<li><span style=\"font-size: 10pt; font-family: verdana, geneva, sans-serif; color: #000000;\"><strong><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/38QGZBej_Ys\">Aula s\u00edncrona (04\/04\/2021)<\/a>\u00a0\u2013 C\u00e1lculo das medidas descritivas usando a planilha Excel\u00a0\u00a0<\/strong><strong>\u00a0<\/strong><\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><strong>\u00a0 <span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt;\">\u00a0 \u00a0Unidade 3<\/span><\/strong><\/span><\/p>\n<ul>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/9xBrJuQp8-U\"><strong>T\u00f3pico 3.1.1<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (26\/04\/2021) \u2013 Probabilidade no espa\u00e7o b\u00e1sico \u2013 Introdu\u00e7\u00e3o<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/9RN5JdbHuBg\"><strong>T\u00f3pico 3.1.2 (Parte 1)<\/strong><\/a><strong>\u2013 Conceitos fundamentais\u00a0\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/od2xUjm0FCY\"><strong>T\u00f3pic<\/strong><\/a><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/od2xUjm0FCY\"><strong>o 3.1.2 (Parte 2)<\/strong><\/a><strong>\u2013\u00a0An\u00e1lise combinat\u00f3ria\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/Vum150FZ8T0\"><strong>T\u00f3pico 3.1.3 (Parte 1)<\/strong><\/a><strong>\u2013\u00a0Conceitos de probabilidade \u2013 Conceito cl\u00e1ssico ou probabilidade \u201ca priori\u201d\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/fDNnOpE1ZTo\"><strong>T\u00f3pico 3.1.3 (Parte 2)<\/strong><\/a><strong>\u2013\u00a0Conceitos de probabilidade \u2013\u00a0Frequ\u00eancia relativa ou Probabilidade \u201ca posteriori\u201d\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/Di5e5zIODe8\"><strong>T\u00f3pico 3.1.3 (Parte 3)<\/strong><\/a><strong>\u00a0 \u2013\u00a0Conceitos de probabilidade \u2013 Conceito axiom\u00e1tico e Probabilidade geom\u00e9trica\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/GQF_4yZkOlY\"><strong>T\u00f3pico 3.1.4<\/strong><\/a><strong>\u00a0 &#8211; Teoremas para o c\u00e1lculo das probabilidades<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/GZSOCGEYyYg\"><strong>T\u00f3pico 3.1<\/strong><\/a><strong>\u2013 Resolu\u00e7\u00e3o de exerc\u00edcios (Parte 1)\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/Zu9KQkxpnd8\"><strong>T\u00f3pico 3.1<\/strong><\/a><strong>\u2013 Resolu\u00e7\u00e3o de exerc\u00edcios (Parte 2)<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/4ktLwZwWxpM\"><strong>T\u00f3pico 3.1.5 (Parte 1)<\/strong><\/a><strong>\u2013 Probabilidade condicional e\u00a0independ\u00eancia\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/E5_uCTUiaqA\"><strong>T\u00f3pico 3.1.5 (Parte 2)<\/strong><\/a><strong>\u2013 Exerc\u00edcio proposto\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/bN0YdwM72Is\"><strong>T\u00f3pico 3.1.5 (Parte 3)<\/strong><\/a><strong>\u2013 Teorema de Bayes\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/lIBph8oYatM\"><strong>T\u00f3pico 3.1 <\/strong><\/a><strong>\u2013 Resolu\u00e7\u00e3o de exerc\u00edcios (Parte 3)\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/6bBaDQ0x2GA\"><strong>T\u00f3pico 3.1\u00a0<\/strong><\/a><strong>\u2013 Resolu\u00e7\u00e3o de exerc\u00edcios (Parte 4)\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/63OZOD6JP5o\"><strong>T\u00f3pico 3.1 <\/strong><\/a><strong>\u2013\u00a0Aula s\u00edncrona (03\/05\/2021) \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio (Parte 5)<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/xRdXt76NwD4\"><strong>T\u00f3pico 3.<\/strong><\/a><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/xRdXt76NwD4\"><strong>1 <\/strong><\/a><strong>\u2013\u00a0Aula s\u00edncrona (03\/05\/2021) \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio (Parte 6)<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/Jucry9YQonU\"><strong>T\u00f3picos 3.2.1 e 3.2.2 (Parte 1) <\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/11\/2020) \u2013 Vari\u00e1veis aleat\u00f3rias discretas\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/C7Xwv-1Qpzg\"><strong>T\u00f3pico 3.2.2 (Parte 1) <\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/11\/2020) \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/E6kjErKutwY\"><strong>T\u00f3pico 3.2.2 (Parte 2) <\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/11\/2020) \u2013 Medidas descritivas para vari\u00e1veis aleat\u00f3rias discretas<\/strong><strong>\u00a0\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/9E9mRJc6yv4\"><strong>T\u00f3pico 3.2.2 (Parte 2) <\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/11\/2020) \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/vx1hHw_EYxM\"><strong>T\u00f3pico 3.2.3 (Parte 1) <\/strong><\/a><strong>\u2013 Vari\u00e1veis aleat\u00f3rias cont\u00ednuas\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/hS2w-NGiMwc\"><strong>T\u00f3pico 3.2.3 (Parte 2) <\/strong><\/a><strong>\u2013\u00a0Vari\u00e1veis aleat\u00f3rias cont\u00ednuas\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/w7Y9O9A_ljU\"><strong>T\u00f3pico 3.2.3 (Parte 3) <\/strong><\/a><strong>\u2013\u00a0Vari\u00e1veis aleat\u00f3rias cont\u00ednuas \u2013 Medidas descritivas \u2013 M\u00e9dia e vari\u00e2ncia\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/RhrAYeniEhY\"><strong>T\u00f3pico 3.2.3 (Parte 4) <\/strong><\/a><strong>\u2013\u00a0Vari\u00e1veis aleat\u00f3rias cont\u00ednuas \u2013 Medidas descritivas \u2013 Momentos, assimetria e curtose\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/48QvPdhJmo8\"><strong>T\u00f3pico 3.2.3 (Parte 6) <\/strong><\/a><strong>\u2013\u00a0Aula s\u00edncrona (18\/05\/2021) \u2013\u00a0Vari\u00e1veis aleat\u00f3rias cont\u00ednuas \u2013\u00a0Resolu\u00e7\u00e3o de exerc\u00edcio\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/xP3tZC3HA2U\"><strong>T\u00f3pico 3.2.3 (Parte 7) <\/strong><\/a><strong>\u2013\u00a0Aula s\u00edncrona (18\/05\/2021) \u2013\u00a0Vari\u00e1veis aleat\u00f3rias cont\u00ednuas \u2013\u00a0Resolu\u00e7\u00e3o de exerc\u00edcio<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/YmpgLvGlvcc\"><strong>T\u00f3pico 3.2 <\/strong><\/a><strong>\u2013 Resumo: paralelo entre vari\u00e1veis aleat\u00f3rias discretas e cont\u00ednuas\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/umS1ORXxqzg\"><strong>T\u00f3pico 3.3.1 (Parte 1)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (22\/11\/2020) \u2013 Distribui\u00e7\u00f5es de vari\u00e1veis discretas \u2013 Bernoulli\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/AiG8vWX_dfk\"><strong>T<\/strong><\/a><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/AiG8vWX_dfk\"><strong>\u00f3pico 3.3.1 (Parte 2)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (24\/11\/2020)\u00a0\u2013 Resolu\u00e7\u00e3o de exerc\u00edcios \u2013\u00a0Distribui\u00e7\u00f5es Bernoulli e binomial<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/p-3wf47985M\"><strong>T\u00f3pico 3.3.1 (Parte 3)<\/strong><\/a><strong>\u2013 Resumo das distribui\u00e7\u00f5es discretas<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/0pw2qwhoBz8\"><strong>T\u00f3pico 3.3.1 (parte 4)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (24\/11\/2020) \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio \u2013 Distribui\u00e7\u00e3o de Poisson\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/PQmulxAKAdE\"><strong>T<\/strong><\/a><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/PQmulxAKAdE\"><strong>\u00f3pico 3.3.2 (Parte 1)<\/strong><\/a><strong>\u2013\u00a0Distribui\u00e7\u00f5es de vari\u00e1veis cont\u00ednuas \u2013 Distribui\u00e7\u00e3o normal\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/n3ZGGzf-tLA\"><strong>T\u00f3pico 3.3.2 (Parte 2)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (24\/11\/2020) \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio \u2013 Distribui\u00e7\u00e3o normal\u00a0<\/strong><\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><strong>\u00a0<\/strong><strong> <span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt;\">\u00a0Unidade 4<\/span><\/strong><\/span><\/p>\n<ul>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/zX65FKs5Bpg\"><strong>Unidade 4 <\/strong><\/a><strong>\u2013\u00a0Aula s\u00edncrona (27\/05\/2021)\u00a0\u2013\u00a0Infer\u00eancia\u00a0estat\u00edstica\u00a0\u2013 Introdu\u00e7\u00e3o\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/kxWEb9ftC60\"><strong>T\u00f3pico 4.1 (Parte 1)<\/strong><\/a><strong>\u2013\u00a0Aula s\u00edncrona (07\/12\/2020)\u00a0\u2013 Popula\u00e7\u00e3o\u00a0estat\u00edstica, Amostra aleat\u00f3ria,\u00a0Estat\u00edsticas\u00a0e\u00a0Distribui\u00e7\u00f5es amostrais<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/pTSXm2V0Oh0\"><strong>T\u00f3pico 4.1 (Parte 2)<\/strong><\/a><strong>\u2013\u00a0Aula s\u00edncrona (07\/12\/2020)\u00a0\u2013\u00a0Distribui\u00e7\u00e3o amostral da m\u00e9dia\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/SjCQcSIVxL4\"><strong>T\u00f3pico 4.1 (Parte 3)<\/strong><\/a><strong>\u2013\u00a0Aula s\u00edncrona (07\/12\/2020) \u2013\u00a0Resolu\u00e7\u00e3o de exerc\u00edcio \u2013 Distribui\u00e7\u00f5es amostrais da soma e da m\u00e9dia\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/y3v61QWNtgQ\"><strong>T\u00f3pico 4.1 (Parte 4)<\/strong><\/a><strong>\u2013\u00a0Aula s\u00edncrona (07\/12\/2020)\u00a0\u2013\u00a0Teorema central do limite (TCL)\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/hFYdOjUMQYk\"><strong>T\u00f3pico 4.2 (Parte 1)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Par\u00e2metro, estimador e estimativa\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/TplrW34RFWA\"><strong>T\u00f3pico 4.2 (Parte 2)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Acur\u00e1cia, vi\u00e9s e precis\u00e3o\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/BhPOURJIvxw\"><strong>T\u00f3pico 4.2 (Parte 3)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Propriedades dos estimadores\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/O1M0ZoHja3o\"><strong>T\u00f3pico 4.2 (Parte 4)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Processos de estima\u00e7\u00e3o\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/SLrY_Fwh-uc\"><strong>T\u00f3pico 4.2 (Parte 5)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Estimativas pontuais\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/erQuecDxSOE\"><strong>T\u00f3pico 4.2 (Parte 6)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Intervalos de confian\u00e7a para a m\u00e9dia \u2013 Amostra grande\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/oEEU3_0HkZ4\"><strong>T\u00f3pico 4.2 (Parte 7)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Significado dos intervalos de confian\u00e7a\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/gCe3MwSMVz0\"><strong>T\u00f3pico 4.2 (Parte 8)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/LrZIP3fYwvo\"><strong>T\u00f3pico 4.2 (Parte 9)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Intervalos de confian\u00e7a para a m\u00e9dia \u2013 Amostra pequena\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/mCIQTluXmd8\"><strong>T\u00f3pico 4.2 (Parte 10)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/GE4kWWsiRvU\"><strong>T\u00f3pico 4.2 (Parte 11)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (10\/12\/2020) \u2013 Teoria da Estima\u00e7\u00e3o de par\u00e2metros \u2013 Intervalos de confian\u00e7a para a diferen\u00e7a entre duas m\u00e9dias\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/lVXnlpZJB2o\"><strong>T\u00f3pico 4.3 (Parte 1)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/12\/2020) \u2013 Teoria dos Testes de hip\u00f3teses \u2013 Hip\u00f3teses\u00a0estat\u00edsticas\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/ZINm_5494Pk\"><strong>T\u00f3pico 4.3 (Parte 2)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/12\/2020) \u2013 Teoria dos Testes de hip\u00f3teses \u2013 Erros de conclus\u00e3o\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/nq050jJPVcM\"><strong>T\u00f3pico 4.3 (Parte 3)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/12\/2020) \u2013<\/strong>\u00a0<strong>Teoria dos Testes de hip\u00f3teses \u2013\u00a0Estat\u00edstica\u00a0do teste\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/XVX1GNzuwV8\"><strong>T\u00f3pico 4.3 (Parte 4)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/12\/2020) \u2013 Teoria dos Testes de hip\u00f3teses \u2013 Crit\u00e9rio de decis\u00e3o\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/-_931WtFw_w\"><strong>T\u00f3pico 4.3 (Parte 5)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/12\/2020) \u2013 Teoria dos Testes de hip\u00f3teses \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio\u00a0<\/strong><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/eC_eKBjCCM4\"><strong>T\u00f3pico 4.3 (Parte 6)<\/strong><\/a><strong>\u2013 Aula s\u00edncrona (17\/12\/2020) \u2013 Teoria dos Testes de hip\u00f3teses \u2013 Resolu\u00e7\u00e3o de exerc\u00edcio<\/strong><\/span><\/li>\n<li><span style=\"color: #000000;\"><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/BLadiw2xA8U\"><strong>T\u00f3pico 4.4 (Parte 1)<\/strong><\/a><\/span><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt;\"><strong>\u2013 Testes de qui-quadrado<\/strong><\/span><\/span><\/li>\n<li><span style=\"font-family: verdana, geneva, sans-serif; font-size: 10pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/youtu.be\/w8x5UhBh9Xg\"><strong>T\u00f3pico 4.4 (Parte 2)<\/strong><\/a><strong>\u2013 Testes de qui-quadrado \u2013 Resolu\u00e7\u00e3o de\u00a0exerc\u00edcios<\/strong><\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Unidade 1 T\u00f3pico 1.1 (Parte 1) &#8211; Introdu\u00e7\u00e3o e conceito de Estat\u00edstica\u00a0 T\u00f3pico 1.1 (Parte 2) &#8211; Popula\u00e7\u00e3o e amostra e divis\u00e3o da Estat\u00edstica\u00a0 T\u00f3pico 1.1 (Parte 3) &#8211; Informa\u00e7\u00f5es hist\u00f3ricas e distribui\u00e7\u00e3o normal T\u00f3pico 1.1 (Parte 3 &#8211; Corte) &#8211; O que \u00e9 a distribui\u00e7\u00e3o normal? T\u00f3pico 1.1 (Parte 4) &#8211; Estat\u00edstica na pesquisa [&hellip;]<\/p>\n","protected":false},"author":613,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-sem-sidebar.php","meta":{"footnotes":""},"class_list":["post-8142","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/wp.ufpel.edu.br\/clause\/wp-json\/wp\/v2\/pages\/8142","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.ufpel.edu.br\/clause\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.ufpel.edu.br\/clause\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.ufpel.edu.br\/clause\/wp-json\/wp\/v2\/users\/613"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.ufpel.edu.br\/clause\/wp-json\/wp\/v2\/comments?post=8142"}],"version-history":[{"count":4,"href":"https:\/\/wp.ufpel.edu.br\/clause\/wp-json\/wp\/v2\/pages\/8142\/revisions"}],"predecessor-version":[{"id":10087,"href":"https:\/\/wp.ufpel.edu.br\/clause\/wp-json\/wp\/v2\/pages\/8142\/revisions\/10087"}],"wp:attachment":[{"href":"https:\/\/wp.ufpel.edu.br\/clause\/wp-json\/wp\/v2\/media?parent=8142"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}