{"id":273,"date":"2021-11-02T16:37:55","date_gmt":"2021-11-02T16:37:55","guid":{"rendered":"https:\/\/dr-darijani.ir\/?p=273"},"modified":"2024-05-09T10:39:48","modified_gmt":"2024-05-09T10:39:48","slug":"10-livros-gratuitos-de-data-science-e-inteligencia","status":"publish","type":"post","link":"https:\/\/dr-darijani.ir\/?p=273","title":{"rendered":"10 Livros Gratuitos de Data Science e Intelig\u00eancia Artificial"},"content":{"rendered":"<p>Pode ser f\u00e1cil confundir os termos &#8220;ci\u00eancia de dados&#8221; e &#8220;business intelligence&#8221; (BI), pois ambos se relacionam com os dados de uma organiza\u00e7\u00e3o e a an\u00e1lise desses dados, mas eles diferem em foco. Claro que voc\u00ea vai analisar todas as etapas, pode at\u00e9 ir registrando os resultados de acur\u00e1cia, precis\u00e3o e recall para cada um dos modelos de classifica\u00e7\u00e3o. Feitos isso podemos fazer os mesmos tratamentos da etapa 1 e depois podemos avaliar os modelos <a href=\"https:\/\/www.florestanoticias.com\/2024\/05\/07\/como-a-ciencia-de-dados-e-o-aprendizado-de-maquina-estao-revolucionando-o-mundo-dos-negocios\/\">https:\/\/www.florestanoticias.com\/2024\/05\/07\/como-a-ciencia-de-dados-e-o-aprendizado-de-maquina-estao-revolucionando-o-mundo-dos-negocios\/<\/a> com esses dados dessa maneira. Antes de excluir as linhas vazias da nossa base de dados vamos calcular a m\u00e9dia das idades e atribuir esse valor onde temos as informa\u00e7\u00f5es de idades vazias. Pode ficar calmo que ainda vamos fazer as compara\u00e7\u00f5es para que esses valores fa\u00e7am sentido. Para essa aula n\u00f3s vamos utilizar a aprendizagem supervisionada, que \u00e9 quando n\u00f3s temos tanto os valores de entrada quanto os valores de sa\u00edda (valor target).<\/p>\n<h2>N\u00e3o perca nenhum conte\u00fado, fa\u00e7a parte da nossa Newsletter!<\/h2>\n<p>No livro voc\u00ea ir\u00e1 come\u00e7ar a entender o universo da Estat\u00edstica, plotar seus primeiros gr\u00e1ficos e aprender sobre as distribui\u00e7\u00f5es e teste de hip\u00f3teses. Com uma sintaxe clara e leg\u00edvel, ela \u00e9 amplamente utilizada em diversos campos, como desenvolvimento web, an\u00e1lise de dados, intelig\u00eancia artificial e automa\u00e7\u00e3o de tarefas. Experimente com modelos de base e construa modelos de aprendizado de m\u00e1quina automaticamente em nosso est\u00fadio de \u00faltima gera\u00e7\u00e3o para construtores de IA. Outro ponto muito importante, que voc\u00ea deve ter notado, \u00e9 em rela\u00e7\u00e3o ao tratamento de dados. Essa \u00e9 uma parte fundamental antes de iniciar qualquer projeto, pois informa\u00e7\u00f5es erradas, vazias ou at\u00e9 desnecess\u00e1rias podem trazer resultados indesejados.<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"307px\" alt=\"ci\u00eancia de dados impressionador\"\/><\/p>\n<h2>Foco no Mercado<\/h2>\n<div style='text-align:center'><iframe width='565' height='312' src='https:\/\/www.youtube.com\/embed\/4jbTf-59ySw' frameborder='0' alt='ci\u00eancia de dados impressionador' allowfullscreen><\/iframe><\/div>\n<p>Agora n\u00f3s podemos utilizar esse resumo estat\u00edstico dentro da nossa base de dados que t\u00ednhamos inicialmente. Aqui voc\u00ea consegue visualizar as intera\u00e7\u00f5es entre matem\u00e1tica, tecnologia e neg\u00f3cio. E voc\u00ea vai notar que a intersec\u00e7\u00e3o entre todos eles \u00e9 onde vamos encontrar a ci\u00eancia de dados. Se voc\u00ea estiver procurando por uma lista completa de cursos on-line em ci\u00eancia de dados, voc\u00ea os encontrar\u00e1 na p\u00e1gina do Class Central, no tema Ci\u00eancia de dados e Big Data. O \u00faltimo artigo ser\u00e1 um resumo dessa s\u00e9rie, al\u00e9m dos melhores cursos on-line para outros t\u00f3picos-chave, como limpeza de dados, bancos de dados e, at\u00e9, engenharia de software. Os v\u00eddeos s\u00e3o bem produzidos e a instrutora (Caroline Buckey) \u00e9 clara e af\u00e1vel.<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpg;base64,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\" width=\"306px\" alt=\"ci\u00eancia de dados impressionador\"\/><\/p>\n<h2>Como funciona o Livro Digital Ci\u00eancia de Dados Impressionador?<\/h2>\n<p>\u00c9 garantir que todas as vezes que quisermos usar esse modelo ele j\u00e1 esteja treinado. Voc\u00ea vai notar que cada etapa vai ter um resultado diferente, ent\u00e3o voc\u00ea pode ir fazendo o seu tratamento at\u00e9 chegar nos valores que foram estipulados. Com isso vamos gerar 3 colunas, uma para cada porto, onde cada porto vai ser representado por uma dessas colunas, ent\u00e3o s\u00f3 vamos ter o valor 1 em uma dessas colunas, nunca mais de um ao mesmo tempo. Assim conseguimos colocar na nossa base essas informa\u00e7\u00f5es de g\u00eanero para analisarmos. Lembrando que todos os c\u00f3digos para avalia\u00e7\u00e3o est\u00e3o no final do c\u00f3digo, ent\u00e3o se clicar no link Avaliando o modelo voc\u00ea j\u00e1 vai direto para a parte final.<\/p>\n<ul>\n<li>As responsabilidades de cientistas de dados muitas vezes coincidem com as de analistas de dados, particularmente com an\u00e1lise explorat\u00f3ria de dados e visualiza\u00e7\u00e3o de dados.<\/li>\n<li>Agora na precis\u00e3o n\u00f3s vamos verificar dos valores positivos (falso-positivo e verdadeiro-positivo) quantos n\u00f3s acertamos.<\/li>\n<li>A Autostrade per l&#8217;Italia implementou v\u00e1rias solu\u00e7\u00f5es da IBM para uma transforma\u00e7\u00e3o digital completa, melhorando a forma como monitora e mant\u00e9m sua vasta gama de ativos de infraestrutura.<\/li>\n<li>Aqui j\u00e1 temos tudo certo e ao executar o arquivo j\u00e1 vamos ter o arquivo em Excel com todas as informa\u00e7\u00f5es da forma correta que est\u00e1vamos esperando.<\/li>\n<li>Este curso hospedado no Coursera apresenta fun\u00e7\u00f5es Python que s\u00e3o usadas para preparar e manipular grandes conjuntos de dados, bem como as t\u00e9cnicas comprovadas para extrair insights.<\/li>\n<\/ul>\n<p>Lemos os coment\u00e1rios e usamos este feedback para complementar  as avalia\u00e7\u00f5es num\u00e9ricas. Desde 2011, o fundador da Class Central, Dhawal Shah, tem se atentado aos cursos dispon\u00edveis on-line, mais do que qualquer outra pessoa no <a href=\"https:\/\/www.florestanoticias.com\/2024\/05\/07\/como-a-ciencia-de-dados-e-o-aprendizado-de-maquina-estao-revolucionando-o-mundo-dos-negocios\/\">curso de cientista de dados<\/a> mundo. O livro original de \u201cStatistical Learning\u201d, Aprendizado Estat\u00edstico, \u00e9 um dos livros mais recomendado na comunidade de Estat\u00edstica e Aprendizado de M\u00e1quina, inclusive indicamos muito ele na nossa p\u00e1gina do Instagram.<\/p>\n<p>H\u00e1 alguns meses,  comecei a criar um guia baseado nas avalia\u00e7\u00f5es de usu\u00e1rios que recomenda os melhores cursos para cada tema em ci\u00eancia de dados. Em resumo, os treinamentos de Impressionador Python s\u00e3o essenciais para profissionais que desejam se tornar refer\u00eancias no mundo da tecnologia. Eles oferecem benef\u00edcios significativos, desde ampliar as habilidades t\u00e9cnicas at\u00e9 abrir portas para novas oportunidades de carreira.<\/p>\n<ul>\n<li>Entretanto, se voc\u00ea quiser certifica\u00e7\u00e3o completa e sem an\u00fancios, h\u00e1 op\u00e7\u00f5es de assinatura mensal.<\/li>\n<li>Como resultado, n\u00e3o \u00e9 surpresa que o papel do cientista de dados tenha sido apelidado de &#8220;o trabalho mais sexy do s\u00e9culo XXI&#8221; pela Harvard Business Review (link fora de ibm.com).<\/li>\n<li>Eles oferecem benef\u00edcios significativos, desde ampliar as habilidades t\u00e9cnicas at\u00e9 abrir portas para novas oportunidades de carreira.<\/li>\n<li>\u00c9 estimado que se dedique 13 a 18 horas a ele, dependendo de voc\u00ea cursar ou n\u00e3o a Introdu\u00e7\u00e3o ao R no final, o que n\u00e3o \u00e9 necess\u00e1rio para os prop\u00f3sitos desse guia.<\/li>\n<li>Um verdadeiro passo a passo para te ensinar tudo que voc\u00ea precisa saber de Python para se tornar uma refer\u00eancia em qualquer empresa.<\/li>\n<li>Se voc\u00ea busca trabalhar com Ci\u00eancia de Dados, \u00e9 importante saber que junto com a matem\u00e1tica e a ci\u00eancia da computa\u00e7\u00e3o, a estat\u00edstica \u00e9 uma das disciplinas acad\u00eamicas fundamentais.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Pode ser f\u00e1cil confundir os termos &#8220;ci\u00eancia de dados&#8221; e &#8220;business intelligence&#8221; (BI), pois ambos se relacionam com os dados de uma organiza\u00e7\u00e3o e a an\u00e1lise desses dados, mas eles diferem em foco. Claro que voc\u00ea vai analisar todas as etapas, pode at\u00e9 ir registrando os resultados de acur\u00e1cia, precis\u00e3o e recall para cada um [&hellip;]<\/p>\n","protected":false},"author":32,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-273","post","type-post","status-publish","format-standard","hentry","category-bootcamp-de-programacao-4"],"_links":{"self":[{"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=\/wp\/v2\/posts\/273","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=\/wp\/v2\/users\/32"}],"replies":[{"embeddable":true,"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=273"}],"version-history":[{"count":1,"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=\/wp\/v2\/posts\/273\/revisions"}],"predecessor-version":[{"id":274,"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=\/wp\/v2\/posts\/273\/revisions\/274"}],"wp:attachment":[{"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=273"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=273"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dr-darijani.ir\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=273"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}