{"id":1289,"date":"2015-12-25T12:34:03","date_gmt":"2015-12-25T12:34:03","guid":{"rendered":"http:\/\/localhost\/blog\/?p=1289"},"modified":"2017-04-06T12:24:42","modified_gmt":"2017-04-06T12:24:42","slug":"machine-learning-small-businesses-2","status":"publish","type":"post","link":"https:\/\/www.kolabtree.com\/blog\/pt\/machine-learning-small-businesses-2\/","title":{"rendered":"Os especialistas em aprendizagem de m\u00e1quinas podem ajudar as pequenas empresas?"},"content":{"rendered":"<p>Muitas organiza\u00e7\u00f5es est\u00e3o procurando avan\u00e7ar seus neg\u00f3cios usando 'Grandes Dados', em particular usando algoritmos de aprendizagem de m\u00e1quinas. Muitas vezes, o aprendizado de m\u00e1quinas \u00e9 usado para an\u00e1lise preditiva, de modo a antecipar a fidelidade do cliente nos pr\u00f3ximos meses, o que ajuda as empresas a tomar melhores decis\u00f5es em rela\u00e7\u00e3o ao fornecimento de pre\u00e7os, etc. Recentemente, os algoritmos de aprendizado de m\u00e1quina t\u00eam sido empregados de maneiras inovadoras; por exemplo, uma empresa de recrutamento pode empregar o aprendizado de m\u00e1quina para fazer uma lista restrita dos candidatos.<a href=\"http:\/\/klbtreeliveblog.cloudapp.net\/blog\/wp-content\/uploads\/2015\/12\/Machine-Learning.png\"><br \/>\n<\/a><br \/>\nPara desenvolver estas capacidades de aprendizagem de m\u00e1quinas, as grandes empresas podem ter especialistas internos ou podem trabalhar com <a title=\"\" href=\"https:\/\/www.kolabtree.com\/find-an-expert?expertise=Machine%20Learning\">fornecedores de solu\u00e7\u00f5es de aprendizagem de m\u00e1quinas<\/a>. Devido a seu pequeno or\u00e7amento operacional, as empresas menores podem ter dificuldades para atingir essas capacidades. Mas as empresas podem se beneficiar da contrata\u00e7\u00e3o de um cientista especialista em dados freelance para atender \u00e0s suas necessidades relacionadas ao aprendizado de m\u00e1quinas.<br \/>\nAqui discutimos as tr\u00eas principais raz\u00f5es para contratar um especialista (doutorado ou p\u00f3s-doutorado) freelancer para desenvolver algoritmos de aprendizagem de m\u00e1quinas:<br \/>\n1. Entrar no pool global de talentos: A contrata\u00e7\u00e3o de um especialista em dados freelance de um mercado virtual pode proporcionar um pool de talentos mais amplo para sele\u00e7\u00e3o. Por exemplo, em alguns locais, indiv\u00edduos com habilidades para desenvolver algoritmos de aprendizagem de m\u00e1quinas podem n\u00e3o estar dispon\u00edveis localmente. Um mercado virtual n\u00e3o limita a escolha a candidatos locais ou candidatos dispostos a se mudar. Como trabalhar remotamente \u00e9 uma op\u00e7\u00e3o oferecida por muitas empresas, o especialista pode estar baseado em um local diferente do escrit\u00f3rio da empresa. Esta liberdade geogr\u00e1fica pode ajudar muitas empresas localizadas remotamente a se beneficiarem do aprendizado de m\u00e1quinas.<\/p>\n<p>2. Contratar para as habilidades espec\u00edficas do projeto: medida que uma empresa evolui, suas necessidades relacionadas \u00e0 aprendizagem de m\u00e1quinas tamb\u00e9m podem evoluir. Ao mesmo tempo, as habilidades para analisar 'Grandes dados' tamb\u00e9m est\u00e3o evoluindo. Em uma situa\u00e7\u00e3o t\u00e3o din\u00e2mica, a contrata\u00e7\u00e3o de um funcion\u00e1rio em tempo integral pode n\u00e3o ser vi\u00e1vel para muitas empresas. Depois de definir as necessidades do projeto, as empresas est\u00e3o escolhendo contratar talentos que tenham as habilidades necess\u00e1rias para atender a essas necessidades de aprendizagem de m\u00e1quinas.<\/p>\n<p>3. Flexibilidade financeira: Como muitas start-ups operam com or\u00e7amentos menores, elas podem pagar seu freelancer por projeto ou por tarefa. Em compara\u00e7\u00e3o com a contrata\u00e7\u00e3o de um funcion\u00e1rio em tempo integral, contratar um especialista freelancer pode ser uma boa rela\u00e7\u00e3o custo-benef\u00edcio e ajudar as empresas a superar a escassez de recursos. Al\u00e9m disso, as empresas podem optar por contratar indiv\u00edduos com habilidades para usar c\u00f3digo aberto, como programa\u00e7\u00e3o R, em vez de gastar dinheiro com plataformas de computa\u00e7\u00e3o. Muitos especialistas freelancer est\u00e3o ansiosos para trabalhar em um desafio mais novo para a satisfa\u00e7\u00e3o intelectual. Assim, as empresas podem ser capazes de contratar um especialista freelancer sem prejudicar suas finan\u00e7as.<\/p>\n<p>Em resumo, as empresas podem se beneficiar de <a title=\"Contrate um Freelancer Especialista\" href=\"https:\/\/www.kolabtree.com\/find-an-expert\">contrata\u00e7\u00e3o de um especialista em freelancer<\/a> que tem uma abordagem sistem\u00e1tica de aprendizagem de m\u00e1quinas para resolver o problema empresarial. Contratar um freelancer especializado de um mercado virtual pode oferecer mais op\u00e7\u00f5es do que um pool de talentos locais e, em \u00faltima inst\u00e2ncia, tamb\u00e9m pode oferecer benef\u00edcios financeiros.<\/p>","protected":false},"excerpt":{"rendered":"<p>Many organizations are looking to advance their business using \u2018Big data\u2019, in particular using machine learning algorithms. Often, machine learning is used for predictive analysis such as to anticipate the customer loyalty over the next few months, which helps businesses to make better decisions regarding prices supply etc. Recently, machine learning algorithms have been employed<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/pt\/machine-learning-small-businesses-2\/\" title=\"Leia mais\">Leia mais<\/a><\/div>","protected":false},"author":9,"featured_media":1292,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[304],"tags":[190,187,189],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v20.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Machine Learning Specialists for Small Businesses<\/title>\n<meta name=\"description\" content=\"Machine learning can help SMEs in a wide variety of ways, boosting their sales and growth.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.kolabtree.com\/blog\/pt\/machine-learning-small-businesses-2\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Can Machine Learning Specialists Help Small Businesses?\" \/>\n<meta property=\"og:description\" content=\"Machine learning can help SMEs in a wide variety of ways, boosting their sales and growth.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.kolabtree.com\/blog\/pt\/machine-learning-small-businesses-2\/\" \/>\n<meta property=\"og:site_name\" content=\"The Kolabtree Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/kolabtree\" \/>\n<meta property=\"article:published_time\" content=\"2015-12-25T12:34:03+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2017-04-06T12:24:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/12\/Machine-Learning.png\" \/>\n\t<meta property=\"og:image:width\" content=\"347\" \/>\n\t<meta property=\"og:image:height\" content=\"314\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Aditi Joshi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:site\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Aditi Joshi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutos\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Machine Learning Specialists for Small Businesses","description":"Machine learning can help SMEs in a wide variety of ways, boosting their sales and growth.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.kolabtree.com\/blog\/pt\/machine-learning-small-businesses-2\/","og_locale":"pt_BR","og_type":"article","og_title":"Can Machine Learning Specialists Help Small Businesses?","og_description":"Machine learning can help SMEs in a wide variety of ways, boosting their sales and growth.","og_url":"https:\/\/www.kolabtree.com\/blog\/pt\/machine-learning-small-businesses-2\/","og_site_name":"The Kolabtree Blog","article_publisher":"https:\/\/www.facebook.com\/kolabtree","article_published_time":"2015-12-25T12:34:03+00:00","article_modified_time":"2017-04-06T12:24:42+00:00","og_image":[{"width":347,"height":314,"url":"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2015\/12\/Machine-Learning.png","type":"image\/png"}],"author":"Aditi Joshi","twitter_card":"summary_large_image","twitter_creator":"@kolabtree","twitter_site":"@kolabtree","twitter_misc":{"Escrito por":"Aditi Joshi","Est. tempo de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.kolabtree.com\/blog\/it\/machine-learning-small-businesses-2\/#article","isPartOf":{"@id":"https:\/\/www.kolabtree.com\/blog\/it\/machine-learning-small-businesses-2\/"},"author":{"name":"Aditi Joshi","@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/person\/545d7a27e95d6560c2790084ce29bb47"},"headline":"Can Machine Learning Specialists Help Small Businesses?","datePublished":"2015-12-25T12:34:03+00:00","dateModified":"2017-04-06T12:24:42+00:00","mainEntityOfPage":{"@id":"https:\/\/www.kolabtree.com\/blog\/it\/machine-learning-small-businesses-2\/"},"wordCount":462,"commentCount":0,"publisher":{"@id":"https:\/\/www.kolabtree.com\/blog\/#organization"},"keywords":["Hire Machine Learning Experts","Machine Learning","Machine Learning Specialists"],"articleSection":["Freelance Scientists"],"inLanguage":"pt-BR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.kolabtree.com\/blog\/it\/machine-learning-small-businesses-2\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.kolabtree.com\/blog\/it\/machine-learning-small-businesses-2\/","url":"https:\/\/www.kolabtree.com\/blog\/it\/machine-learning-small-businesses-2\/","name":"Machine Learning Specialists for Small Businesses","isPartOf":{"@id":"https:\/\/www.kolabtree.com\/blog\/#website"},"datePublished":"2015-12-25T12:34:03+00:00","dateModified":"2017-04-06T12:24:42+00:00","description":"Machine learning can help SMEs in a wide variety of ways, boosting their sales and growth.","breadcrumb":{"@id":"https:\/\/www.kolabtree.com\/blog\/it\/machine-learning-small-businesses-2\/#breadcrumb"},"inLanguage":"pt-BR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.kolabtree.com\/blog\/it\/machine-learning-small-businesses-2\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.kolabtree.com\/blog\/it\/machine-learning-small-businesses-2\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.kolabtree.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Can Machine Learning Specialists Help Small Businesses?"}]},{"@type":"WebSite","@id":"https:\/\/www.kolabtree.com\/blog\/#website","url":"https:\/\/www.kolabtree.com\/blog\/","name":"The Kolabtree Blog","description":"Expert Views on Science, Innovation and Product Development","publisher":{"@id":"https:\/\/www.kolabtree.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.kolabtree.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"pt-BR"},{"@type":"Organization","@id":"https:\/\/www.kolabtree.com\/blog\/#organization","name":"Kolabtree","url":"https:\/\/www.kolabtree.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/logo\/image\/","url":"","contentUrl":"","caption":"Kolabtree"},"image":{"@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/kolabtree","https:\/\/twitter.com\/kolabtree","https:\/\/instagram.com\/kolabtree","https:\/\/www.linkedin.com\/company\/kolabtree","https:\/\/en.m.wikipedia.org\/wiki\/Kolabtree"]},{"@type":"Person","@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/person\/545d7a27e95d6560c2790084ce29bb47","name":"Aditi Joshi","image":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/www.kolabtree.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/b47300097b9171a78d0043ad1b56bc2d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b47300097b9171a78d0043ad1b56bc2d?s=96&d=mm&r=g","caption":"Aditi Joshi"},"description":"Aditi is an expert in the field of mind-body interactions. After completing a PhD in Human Physiology from the University of Oregon, her research focused on physiological changes associated with emotional blunting and stress. Apart from science, she is interested in food writing, art and art history.","url":"https:\/\/www.kolabtree.com\/blog\/pt\/author\/aditij\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/posts\/1289"}],"collection":[{"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/comments?post=1289"}],"version-history":[{"count":8,"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/posts\/1289\/revisions"}],"predecessor-version":[{"id":1957,"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/posts\/1289\/revisions\/1957"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/media\/1292"}],"wp:attachment":[{"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/media?parent=1289"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/categories?post=1289"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/pt\/wp-json\/wp\/v2\/tags?post=1289"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}