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	<title>Nuts for Fitness &#187; Bootcamp de programação</title>
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		<title>CIENTISTA DE DADOS O que faz, formação, salários</title>
		<link>http://www.n4f.es/blog/de/cientista-de-dados-o-que-faz-formacao-salarios/</link>
		<comments>http://www.n4f.es/blog/de/cientista-de-dados-o-que-faz-formacao-salarios/#comments</comments>
		<pubDate>Fri, 08 Jul 2022 16:00:09 +0000</pubDate>
		<dc:creator><![CDATA[Antonio Gracia]]></dc:creator>
				<category><![CDATA[Bootcamp de programação]]></category>

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		<description><![CDATA[Contudo, foi somente em 2010 que as equipes de Ciência de Dados começaram a ser formadas dentro das empresas, com a utilização de recursos de ponta, como Machine Learning e Inteligência Artificial. As ferramentas de machine learning não são totalmente precisas e, como resultado, pode haver incertezas ou desvios. Desvios são disparidades nos dados de [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>Contudo, foi somente em 2010 que as equipes de Ciência de Dados começaram a ser formadas dentro das empresas, com a utilização de recursos de ponta, como Machine Learning e Inteligência Artificial. As ferramentas de machine learning não são totalmente precisas e, como resultado, pode haver incertezas ou desvios. Desvios são disparidades nos dados de treinamento ou comportamento de previsão do modelo em diferentes grupos, como idade ou faixa de renda.</p>
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<p>Nesse sentido, então, pode-se dizer que o profissional da ciência de dados é um profissional multifacetado e multidisciplinar. É possível, por exemplo, organizar as informações sobre o mercado financeiro, sobre ciências sociais, sobre tecnologia e nas pesquisas em relação à saúde. Tanto para os estudos acadêmicos quanto para atuação profissional, o aluno que se especializa nessa disciplina tem ampla área de atuação e desenvolvimento <a href="https://www.didigalvao.com.br/ciencia-de-dados-conhecendo-a-area-e-suas-principais-ferramentas/">curso de cientista de dados</a> de suas habilidades após a conclusão do curso. Pesquisadores concluíram que os profissionais mantêm sua produtividade e podem ajudar as empresas a ter lucro. E existem também fatores intangíveis que desenvolvem a lealdade dos funcionários, como o melhor equilíbrio entre a vida pessoal e o trabalho. Uma vez iniciado o tratamento, os riscos também são diferentes para aqueles na faixa dos 20, 30 e 40 anos.</p>
<h2>Personal Trainer: o que faz, carreira e como se tornar um</h2>
<p>O Data Scientist ou Cientista de Dados é um profissional multidisciplinar, responsável por transformar dados em informações relevantes e claras. Além disso, ele é responsável pela formulação  dos problemas, pela escolha de modelos de simulação e estatística, assim como pela entrega dos resultados de análise. Os cientistas de dados trabalham em conjunto com analistas e empresas para converter insights de dados em ação. A sumarização de dados ajuda as partes interessadas a entender e implementar os resultados de forma eficaz.</p>
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" width="303px" alt="o que faz ciencia de dados"/></p>
<p>Seguindo essas etapas e mantendo-se dedicado ao aprendizado e ao aprimoramento contínuo, você estará no caminho certo para se tornar um cientista de dados no Brasil ou em qualquer lugar do mundo. Permitimos uma jornada de aprendizagem individual, voltada à prática e altamente conectada com o ecossistema de inovação. E o mais importante, temos um olhar humano para o desenvolvimento do aluno ou aluna, empoderando-as para o futuro. Além disso, é importante alinhar documentos, manter os sistemas seguros, priorizar armazenamento em nuvem, elaborar relatórios e facilitar a comunicação entre os setores da empresa.</p>
<h2>R$ 3.910,00</h2>
<p>Problemas complexos são geralmente resolvidos de forma mais facilitada com o apoio dos dados. A partir de conhecimento específico, um cientista de dados jurídico pode construir modelos que buscam conhecer o perfil dos litigantes (os participantes envolvidos em uma contestação). Tal conhecimento pode ser útil quando associado a outro modelo para entender o estilo de julgamento de uma determinada vara.</p>
<p>É um dos métodos usados em projetos de ciência de dados para obter insights automatizados de dados. Os engenheiros de machine learning são especializados em computação, algoritmos e habilidades de codificação específicas para métodos de machine learning. Os cientistas de dados podem usar métodos de machine learning como uma ferramenta ou trabalhar em estreita colaboração com outros engenheiros de machine learning para processar dados.</p>
<h2>O que é Ciência de Dados</h2>
<p>Além de graduação, os estudantes interessados podem ampliar seu repertório com pós-graduações e cursos livres. Dessa forma, conseguem ofertar em seu currículo as estratégias características de um cientista de dados. Por exemplo, para pessoas que atuam no mercado financeiro é importante ter em mente os dados sobre o histórico de desempenho de diferentes produtos. Ao mesmo tempo, essas pessoas utilizam os conhecimentos não como regra mas como mapa de tendências que podem ser diretrizes para sua atuação profissional. O mercado de carbono é um sistema de troca de títulos de emissão já utilizado em diversos países desenvolvidos e em desenvolvimento que visa a redução das emissões totais de gases de efeito estufa. Os agentes econômicos negociam entre si cotas de emissão distribuídas pelo governo federal, cujo total é compatível com as metas de descarbonização do país.</p>
<ul>
<li>Assim, o cientista de dados consegue prever tendências e comportamentos de mercado, além de ter a capacidade analítica de identificar oportunidades, falhas operacionais e riscos de operação.</li>
<li>O programa de computador ou algoritmo pode analisar dados anteriores e prever picos de reservas para determinados destinos em maio.</li>
<li>Segundo o MEC, a Unicesumar está entre as melhores instituições de ensino superior do Brasil.</li>
<li>Agora se isso é uma consequência, uma relação de causa ou é só uma correlação a gente tem que fazer algum teste para poder ter essa certeza.</li>
<li>Apesar da demanda de mercado, o primeiro bacharelado em Ciências de Dados do Brasil só foi criado em 2019, no Instituto de Ciências Matemáticas e de Computação (ICMC) da Universidade de São Paulo (USP), que fica em São Carlos.</li>
<li>Para se ter uma ideia, segundo uma pesquisa do Indeed Hiring Lab, a área de Ciência de Dados teve um crescimento de 256% desde dezembro de 2013, e continua em uma progressão exponencial.</li>
</ul>
<p>&#8220;Iniciativas que mostrem como modelos matemáticos, algoritmos e afins estão por trás de grandes avanços que atendem demandas atuais, como o combate a epidemias e o progresso da computação&#8221;, diz Caldas. No futuro, ela diz se vê trabalhando com análise de dados em uma grande empresa ou como pesquisadora em uma universidade. “Muitas empresas e organizações passaram a trabalhar com grandes quantidades <a href="https://leianoticias.com.br/ciencia-de-dados-ferramentas-habilidades-e-o-melhor-curso-para-voce/">https://leianoticias.com.br/ciencia-de-dados-ferramentas-habilidades-e-o-melhor-curso-para-voce/</a> de dados, sendo que antes costumavam se restringir a pequenas planilhas.&#8221; &#8220;Quando eu estudava, as empresas promoviam visitas aos seus escritórios, éramos muito abordados por bancos, consultorias, startups e empresas de tecnologia&#8221;, ela acrescenta. Projeto brasileiro cruza dados sociais com informações clínicas para recomendar o melhor acompanhamento para  pacientes com diabetes mellitus tipo 2.</p>
]]></content:encoded>
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		<item>
		<title>O que é ciência de dados? Explicação sobre ciência de dados</title>
		<link>http://www.n4f.es/blog/de/o-que-e-ciencia-de-dados-explicacao-sobre-ciencia/</link>
		<comments>http://www.n4f.es/blog/de/o-que-e-ciencia-de-dados-explicacao-sobre-ciencia/#comments</comments>
		<pubDate>Thu, 07 Jul 2022 17:25:22 +0000</pubDate>
		<dc:creator><![CDATA[Antonio Gracia]]></dc:creator>
				<category><![CDATA[Bootcamp de programação]]></category>

		<guid isPermaLink="false">http://www.n4f.es/blog/?p=21349</guid>
		<description><![CDATA[Por exemplo, se a ferramenta for treinada principalmente em dados de pessoas de meia-idade, pode ser menos precisa ao fazer previsões envolvendo pessoas mais jovens e mais velhas. O campo de machine learning oferece uma oportunidade de abordar desvios, detectando-os e medindo-os nos dados e no modelo. Embora https://www.didigalvao.com.br/ciencia-de-dados-conhecendo-a-area-e-suas-principais-ferramentas/ a profissão ofereça muitas recompensas e [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>Por exemplo, se a ferramenta for treinada principalmente em dados de pessoas de meia-idade, pode ser menos precisa ao fazer previsões envolvendo pessoas mais jovens e mais velhas. O campo de machine learning oferece uma oportunidade de abordar desvios, detectando-os e medindo-os nos dados e no modelo. Embora <a href="https://www.didigalvao.com.br/ciencia-de-dados-conhecendo-a-area-e-suas-principais-ferramentas/">https://www.didigalvao.com.br/ciencia-de-dados-conhecendo-a-area-e-suas-principais-ferramentas/</a> a profissão ofereça muitas recompensas e oportunidades, ela também exige dedicação, aprendizado contínuo e a habilidade de navegar em um ambiente que está sempre mudando. Para aqueles que se adaptam bem a estas condições, a carreira de cientista de dados pode ser extremamente gratificante e enriquecedora.</p>
<ul>
<li>Dessa forma, eles podem utilizar seus conhecimentos em análise de informações para desenvolver teorias e aplicações que sejam práticas, ágeis e eficientes para diferentes segmentos.</li>
<li>Este campo envolve a realização, desenvolvimento e implementação de soluções de programas, aplicativos e plataformas.</li>
<li>Ambos os pacientes tinham cânceres em estágio IV que podem ser potencialmente controlados por um tempo finito, mas que não são mais curáveis.</li>
<li>Dimon deixou claro que, se os profissionais quiserem incluir sua empresa de prestígio nos seus currículos, eles devem atender sua exigência.</li>
<li>Em 2025 estima-se que a quantidade de dados gerada no mundo seja de 175 zettabytes, que equivalem a 175 trilhões de gigabytes.</li>
</ul>
<p>A entidade estima que há uma demanda anual média de 159 mil profissionais de tecnologia, mas são formadas apenas 53 mil pessoas por ano em cursos tecnológicos no país. Entretanto, para ter salários ainda maiores, o profissional de ciência de dados deve procurar se destacar e investir em cursos complementares ao ensino superior. O profissional ajuda a tomar decisões fundamentadas, planejar ações de mercado e desenvolver <a href="https://www.didigalvao.com.br/ciencia-de-dados-conhecendo-a-area-e-suas-principais-ferramentas/">curso de cientista de dados</a> produtos e serviços para os clientes com base na análise de dados que são realizadas. O curso tem dois professores em sala de aula e imersão em empresas parceiras para que o aluno aprenda a resolver problemas reais. O projeto de conclusão da pós também é aplicado, feito junto com uma organização parceira, para o estudante testar na prática o que aprendeu e chegar mais preparado ao mercado de trabalho.</p>
<h2>Principais linguagens utilizadas[editar editar código-fonte]</h2>
<p>A influência da ciência de dados nas organizações se dá permitindo um acompanhamento mais próximo dos processos, o que por sua vez contribui para um ecossistema mais ágil e enxuto de gestão e trabalho. Também tem boa integração com outras linguagens além de oferecer compatibilidade multiplataforma. Por ser uma linguagem de programação opensource, a Python também tem repositórios digitais com diferentes recursos que o programador pode utilizar para criar as aplicações que deseja. Muitas empresas de tecnologia oferecem também benefícios como auxílio educacional ou até mesmo bootcamps e cursos próprios para seus colaboradores.</p>
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" width="303px" alt="o que faz ciencia de dados"/></p>
<p>E a ideia é, pensa numa empresa que vende sorvete ou outros objetos gelados que a gente gosta de tomar, né? A função de um cientista de dados é multifacetada e se enraíza profundamente na análise e interpretação de dados complexos. É a aplicação de estudos de comportamentos e processos que otimizam o desenvolvimento de um produto, seja ele um software, um objeto ou um serviço.</p>
<h2>Qual é o perfil de um cientista de dados?</h2>
<p>Um cientista de dados estuda uma combinação de disciplinas que envolvem habilidades em estatística, matemática, ciência da computação e conhecimento de negócios. A ciência de dados é mais do que apenas um conjunto de técnicas; é uma abordagem para entender e resolver problemas em um mundo cada vez mais complexo e orientado por dados. À medida que a tecnologia avança, a ciência de dados se tornará ainda mais importante em todos os aspectos de nossas vidas. Com o avanço da IA e a crescente quantidade de dados disponíveis, espera-se que o papel do cientista de dados se torne ainda mais central nas estratégias de negócios e tomada de decisão. Por muitos anos, os cientistas de dados trabalhavam como estatísticos ou analistas no campo da tecnologia da informação, apenas em empresas muito específicas.</p>
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<p>Especialistas insistem que, para os profissionais que passam a  maior parte do dia em frente a uma tela de computador, o trabalho híbrido e remoto não pode ser simplesmente eliminado. Para os funcionários da empresa que conseguem desempenhar algumas ou todas as suas tarefas em casa, a decisão foi uma ducha de água fria. As vítimas somente desconfiaram que foram enganadas depois da insistência dos criminosos em tentarem mais transferências de valores ou quando eles cobravam  a direção do hospital para realizar o “serviço pago”.</p>
<h2>Porque Ciência de Dados é importante</h2>
<p>Isso pode levar à descoberta de que muitos clientes visitam uma determinada cidade para assistir a um evento esportivo mensal. Os salários dos cientistas de dados podem variar consideravelmente, dependendo de fatores como localização geográfica, setor de atuação, nível de experiência e habilidades específicas. De maneira geral, porém, esta é uma carreira bem remunerada, refletindo a alta demanda e a especialização necessária. A formação e as habilidades necessárias para ser um cientista de dados vão muito além do conhecimento técnico.</p>
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