{"id":8212,"date":"2020-01-09T00:14:57","date_gmt":"2020-01-09T03:14:57","guid":{"rendered":"https:\/\/cursosciatec.com.br\/home\/?page_id=8212"},"modified":"2026-05-03T13:11:32","modified_gmt":"2026-05-03T16:11:32","slug":"machine-learning-com-python","status":"publish","type":"page","link":"https:\/\/cursosciatec.com.br\/home\/formacao-data-science-com-python-68h\/machine-learning-com-python\/","title":{"rendered":"Machine Learning com Python"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"8212\" class=\"elementor elementor-8212\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ebc4562 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"ebc4562\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;sticky&quot;:&quot;bottom&quot;,&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0dae9cc exad-glass-effect-no exad-sticky-section-no\" data-id=\"0dae9cc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-604b6b0 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"604b6b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Machine Learning com Python<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-699b96e exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"699b96e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;motion_fx_opacity_effect&quot;:&quot;yes&quot;,&quot;motion_fx_opacity_level&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:9.5,&quot;sizes&quot;:[]},&quot;motion_fx_blur_effect&quot;:&quot;yes&quot;,&quot;motion_fx_blur_level&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;motion_fx_scale_effect&quot;:&quot;yes&quot;,&quot;motion_fx_scale_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;motion_fx_opacity_direction&quot;:&quot;out-in&quot;,&quot;motion_fx_opacity_range&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:20,&quot;end&quot;:80}},&quot;motion_fx_blur_direction&quot;:&quot;out-in&quot;,&quot;motion_fx_blur_range&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:20,&quot;end&quot;:80}},&quot;motion_fx_scale_direction&quot;:&quot;out-in&quot;,&quot;motion_fx_scale_range&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:20,&quot;end&quot;:80}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"6250\" height=\"1250\" src=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/Machine-Learning-com-Python-01.png\" class=\"attachment-full size-full wp-image-8497\" alt=\"\" srcset=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/Machine-Learning-com-Python-01.png 6250w, https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/Machine-Learning-com-Python-01-300x60.png 300w, https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/Machine-Learning-com-Python-01-768x154.png 768w, https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/Machine-Learning-com-Python-01-1024x205.png 1024w\" sizes=\"(max-width: 6250px) 100vw, 6250px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2b5883 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"f2b5883\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Machine Learning-Aprendizagem de M\u00e1quina-Programa\u00e7\u00e3o em Python<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a05b910 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"a05b910\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\"><strong><span style=\"font-size: 14pt;\">Aprenda a desenvolver Algoritmos de auto-aprendizagem em Python para construir sistemas inteligentes.<\/span><\/strong><\/span><\/p><p><span style=\"color: #000000;\"><span style=\"font-size: 14pt;\">Ao final do curso o aluno estar\u00e1 apto a utilizar as ferramentas mais poderosas na \u00e1rea de Data Science que s\u00e3o usadas por empresas como Netflix, Facebook\u00a0 para <span style=\"text-decoration: underline;\">desenvolver sistemas que ajudam na tomada de decis\u00e3o.<\/span><\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-85c5af2 elementor-section-full_width elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"85c5af2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1fffe0d exad-glass-effect-no exad-sticky-section-no\" data-id=\"1fffe0d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fa00aec elementor-widget__width-inherit exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"fa00aec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 18pt;\">Seja cientista de dados e aprenda a construir aplica\u00e7\u00f5es usando Intelig\u00eancia Artificial.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3457817 elementor-section-full_width elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"3457817\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-788cd2a exad-glass-effect-no exad-sticky-section-no\" data-id=\"788cd2a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e0d3fb5 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"e0d3fb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt; color: #000000;\"><strong>Neste curso voc\u00ea vai aprender:<\/strong><\/span><\/p><ul><li><span style=\"font-size: 14pt; color: #000000;\">Entender e aplicar o fluxo de trabalho de um cientista de dados;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Desenvolver Softwares utilizando algoritmos de Machine Learning para aplica\u00e7\u00f5es pr\u00e1ticas;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Conhecer e trabalhar com aprendizagem n\u00e3o supervisionada (clusteriza\u00e7\u00e3o e detec\u00e7\u00e3o de anomalias);<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Compreender a utiliza\u00e7\u00e3o de redes neurais e Deep Learning;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Aplicar a aprendizagem em s\u00e9ries temporais;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Realizar aplica\u00e7\u00f5es em processamento de imagens;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Implementar o processamentos de linguagens naturais;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Aprender a trabalhar com Sistemas de Recomenda\u00e7\u00e3o;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Aplicar t\u00e9cnicas de transforma\u00e7\u00e3o dos dados;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Carregar dados e aplicar t\u00e9cnicas de limpeza de acordo com um objetivo espec\u00edfico;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Analisar diferentes tipos de dados com bibliotecas nativas do Python (Numpy, Pandas, Matplotlib);<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Conhecer e aplicar modelos de machine learning com sklearn;<\/span><\/li><li><span style=\"font-size: 14pt; color: #000000;\">Aplicar e entender quando utilizar modelos de clusteriza\u00e7\u00e3o e t\u00e9cnicas de similaridade em um modelo de recomenda\u00e7\u00e3o.<\/span><\/li><\/ul><p><span style=\"color: #000000;\"><strong>Carga hor\u00e1ria: 32h<\/strong><\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\"><strong>Projeto Final:<\/strong> similaridade entre textos-an\u00e1lise de linguagem natural.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fe6ffec elementor-section-full_width elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"fe6ffec\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-83fad10 exad-glass-effect-no exad-sticky-section-no\" data-id=\"83fad10\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e0538d3 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"e0538d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\"><strong>Pr\u00e9-requisitos: <\/strong>Conhecimento em Linguagem Python e Manipula\u00e7\u00e3o de Dados<strong>.<\/strong><\/span><\/p><p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\"><strong>Metodologia:<\/strong> Curso pr\u00e1tico, onde cada teoria \u00e9 analisada e implementada, em laborat\u00f3rio, diretamente no computador, executando comandos, estabelecendo estruturas e seq\u00fc\u00eancias de rotinas simples que ir\u00e3o gerar solu\u00e7\u00f5es em diversas linguagens de programa\u00e7\u00e3o. Desenvolvendo programas simples, que gradativamente contribuir\u00e3o para programas cada vez mais complexos em sua seq\u00fc\u00eancia.<\/span><br \/><strong><span style=\"font-size: 14pt;\">Curso presencial.<\/span><\/strong><br \/><span style=\"font-size: 14pt;\"><strong>Materiais:<\/strong> Coffee break, Apostila impressa, Material On Line, Certificado com validade Nacional.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4771eb4 elementor-section-full_width elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"4771eb4\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-aafebe5 exad-glass-effect-no exad-sticky-section-no\" data-id=\"aafebe5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e162d49 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-accordion\" data-id=\"e162d49\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2361\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2361\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-pen\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Pr\u00e1ticas<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2361\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2361\"><ul><li>Desenvolvimento de Algoritmos de auto-aprendizagem<\/li><li>Utiliza\u00e7\u00e3o de diversas teorias de Machine learning<\/li><li>Utiliza\u00e7\u00e3o de diversas ferramentas de analise de dados<\/li><li>Realiza\u00e7\u00e3o de tomada de decis\u00e3o a partir das an\u00e1lises apresentadas<\/li><li>Utiliza\u00e7\u00e3o de bibliotecas<\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2362\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2362\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-pen\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Conte\u00fados:<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2362\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2362\"><p><strong>Objetivos do Curso<\/strong><br \/>&#8211; Objetivos buscados com o curso de Machine Learning com Python<\/p><p><strong>O que voc\u00ea vai aprender?<\/strong><\/p><p>&#8211; Compreender o que \u00e9 Machine Learning, os fundamentos da ci\u00eancia de dados<br \/>&#8211; Compreender o que \u00e9 aprendizagem supervisionada<br \/>&#8211; Compreender o que \u00e9 aprendizagem n\u00e3o supervisionada<br \/>&#8211; Aprender o que \u00e9 processamento de imagem<br \/>&#8211; Aprender o que \u00e9 processamento de linguagem natural<br \/>&#8211; Desenvolver Algor\u00edtmos;<br \/>&#8211; Avaliar resultados obtidos de acordo com cada teoria de Machine Learning;<br \/>&#8211; Utilizar Bibliotecas de an\u00e1lises de dados;<br \/>&#8211; Utilizar ferramentas matem\u00e1ticas para an\u00e1lise de dados<br \/>Exemplos Constru\u00eddos:<br \/>Ser\u00e1 disponibilizado o c\u00f3digo fonte dos projetos desenvolvidos para o aluno.<\/p><p><strong>Conte\u00fados Program\u00e1ticos:<\/strong><\/p><p><strong>1 ) O que \u00e9 Machine Learning com python?<\/strong><br \/>&#8211; O que \u00e9 Machine Learning e suas aplica\u00e7\u00f5es<br \/>&#8211; Prepara\u00e7\u00e3o dos dados<\/p><p><br \/><strong>2) Aprendizagem Supervisionada com python<\/strong><br \/>&#8211; Descri\u00e7\u00e3o e exemplos do uso de regress\u00e3o<br \/>&#8211; Regress\u00e3o linear, simples e multipla<br \/>&#8211; Regress\u00f5es log\u00edsticas<br \/>&#8211; Classifica\u00e7\u00e3o<br \/>&#8211; Exemplos e exerc\u00edcios pr\u00e1ticos<\/p><p><strong>3) Aprendizagem n\u00e3o Supervisionada com python:<\/strong><br \/>&#8211; T\u00e9cnicas baseadas em similaridade, KNN<br \/>&#8211; T\u00e9cnicas baseadas em \u00e1rvores de decis\u00e3o<br \/>&#8211; Descri\u00e7\u00e3o e exemplos de aprendizagem n\u00e3o supervisionada<br \/>&#8211; Clusteriza\u00e7\u00e3o baseada em similaridade: K- means<br \/>&#8211; Clusteriza\u00e7\u00e3o hier\u00e1rquica<br \/>&#8211; Exemplos e exerc\u00edcios pr\u00e1ticos<\/p><p><br \/><strong>4) O que s\u00e3o e como s\u00e3o utilizados Redes neurais, deep learning e processamento de imagens:<\/strong><br \/>&#8211; Hist\u00f3rico e evolu\u00e7\u00e3o dos modelos inspirados no c\u00e9rebro<br \/>&#8211; Princ\u00edpios t\u00e9cnicos e arquiteturais<br \/>&#8211; Aplica\u00e7\u00e3o de redes neurais<br \/>&#8211; Redes convolucionais e processamento de imagens<br \/>&#8211; Exemplos e exerc\u00edcios pr\u00e1ticos<\/p><p><strong>5) Processamento de linguagem natural<\/strong> <br \/>&#8211; Aplica\u00e7\u00f5es <br \/>&#8211; Tecnica de processamento de linguagem natural<br \/>&#8211; Exemplos e exerc\u00edcios pr\u00e1ticos<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-68e48ed elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"68e48ed\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4444118 exad-glass-effect-no exad-sticky-section-no\" data-id=\"4444118\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3378da1 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"3378da1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 18pt;\"><strong><span style=\"color: #941616;\">Clique no bot\u00e3o abaixo e Receba Agora Informa\u00e7\u00f5es por Whats<\/span><\/strong><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fca4f18 elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"fca4f18\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-56a1354 exad-glass-effect-no exad-sticky-section-no\" data-id=\"56a1354\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0551307 elementor-align-center exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-button\" data-id=\"0551307\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Whats App<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-74cf9e8 elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"74cf9e8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-a914327 exad-glass-effect-no exad-sticky-section-no\" data-id=\"a914327\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dc28d08 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"dc28d08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Receba <b>INFORMA\u00c7\u00d5ES<\/b><br>\ne <b>VALORES<\/b><br>\ndo <i>Curso Machine Learning com Python<\/i><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f4c24b8 exad-glass-effect-no exad-sticky-section-no elementor-invisible\" data-id=\"f4c24b8\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;slideInRight&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a353068 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"a353068\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\n                <div class='gf_browser_gecko gform_wrapper' id='gform_wrapper_2' ><form method='post' enctype='multipart\/form-data'  id='gform_2'  action='\/home\/wp-json\/wp\/v2\/pages\/8212'>\n                        <div class='gform_body'><ul id='gform_fields_2' class='gform_fields top_label form_sublabel_below description_below'><li id='field_2_1'  class='gfield gfield_contains_required field_sublabel_below field_description_below gfield_visibility_visible' ><label class='gfield_label' for='input_2_1' >Nome<span class='gfield_required'>*<\/span><\/label><div class='ginput_container ginput_container_text'><input name='input_1' id='input_2_1' type='text' value='' class='large'     aria-required=\"true\" aria-invalid=\"false\" \/><\/div><\/li><li id='field_2_3'  class='gfield gfield_contains_required field_sublabel_below field_description_below gfield_visibility_visible' ><label class='gfield_label' for='input_2_3' >E-Mail<span class='gfield_required'>*<\/span><\/label><div class='ginput_container ginput_container_email'>\n                            <input name='input_3' id='input_2_3' type='text' value='' class='large'    aria-required=\"true\" aria-invalid=\"false\" \/>\n                        <\/div><\/li><li id='field_2_21'  class='gfield gfield_contains_required field_sublabel_below field_description_below gfield_visibility_visible' ><label class='gfield_label' for='input_2_21' >Telefone<span class='gfield_required'>*<\/span><\/label><div class='ginput_container ginput_container_text'><input name='input_21' id='input_2_21' type='text' value='' class='medium'     aria-required=\"true\" aria-invalid=\"false\" \/><\/div><\/li><li id='field_2_22'  class='gfield gform_validation_container field_sublabel_below field_description_below gfield_visibility_visible' ><label class='gfield_label' for='input_2_22' >Name<\/label><div class='ginput_container'><input name='input_22' id='input_2_22' type='text' value='' \/><\/div><div class='gfield_description' id='gfield_description__22'>Este campo \u00e9 para fins de valida\u00e7\u00e3o e n\u00e3o deve ser alterado.<\/div><\/li>\n                            <\/ul><\/div>\n        <div class='gform_footer top_label'> <input type='submit' id='gform_submit_button_2' class='gform_button button' value='Quero Receber Informa\u00e7\u00f5es'  onclick='if(window[\"gf_submitting_2\"]){return false;}  window[\"gf_submitting_2\"]=true;  ' onkeypress='if( event.keyCode == 13 ){ if(window[\"gf_submitting_2\"]){return false;} window[\"gf_submitting_2\"]=true;  jQuery(\"#gform_2\").trigger(\"submit\",[true]); }' \/> \n            <input type='hidden' class='gform_hidden' name='is_submit_2' value='1' \/>\n            <input type='hidden' class='gform_hidden' name='gform_submit' value='2' \/>\n            \n            <input type='hidden' class='gform_hidden' name='gform_unique_id' value='' \/>\n            <input type='hidden' class='gform_hidden' name='state_2' value='WyJbXSIsIjgxNjU3YjU5ZjllMmU3NjhkMjkyMTQ5YzY4OTQ3MTQ4Il0=' \/>\n            <input type='hidden' class='gform_hidden' name='gform_target_page_number_2' id='gform_target_page_number_2' value='0' \/>\n            <input type='hidden' class='gform_hidden' name='gform_source_page_number_2' id='gform_source_page_number_2' value='1' \/>\n            <input type='hidden' name='gform_field_values' value='' \/>\n            \n        <\/div>\n                        <p style=\"display: none !important;\" class=\"akismet-fields-container\" data-prefix=\"ak_\"><label>&#916;<textarea name=\"ak_hp_textarea\" cols=\"45\" rows=\"8\" maxlength=\"100\"><\/textarea><\/label><input type=\"hidden\" id=\"ak_js_1\" name=\"ak_js\" value=\"68\"\/><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\ndocument.getElementById( \"ak_js_1\" ).setAttribute( \"value\", ( new Date() ).getTime() );\n\/* ]]> *\/\n<\/script>\n<\/p><\/form>\n                        <\/div><script type='text\/javascript'> jQuery(document).bind('gform_post_render', function(event, formId, currentPage){if(formId == 2) {jQuery('#input_2_21').mask('(99) 9999-9999?9').bind('keypress', function(e){if(e.which == 13){jQuery(this).blur();} } );} } );jQuery(document).bind('gform_post_conditional_logic', function(event, formId, fields, isInit){} );<\/script><script type='text\/javascript'> jQuery(document).ready(function(){jQuery(document).trigger('gform_post_render', [2, 1]) } ); <\/script><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3bcc68a elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"3bcc68a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-18133a3 exad-glass-effect-no exad-sticky-section-no\" data-id=\"18133a3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f3b0abd exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"f3b0abd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Veja Tamb\u00e9m<\/b> <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-43dac05 elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"43dac05\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-36d6294 exad-glass-effect-no exad-sticky-section-no\" data-id=\"36d6294\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f00ccb0 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"f00ccb0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Python com Manipula\u00e7\u00e3o de Dados<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d67fba2 elementor-align-center elementor-icon-list--layout-traditional elementor-list-item-link-full_width exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-icon-list\" data-id=\"d67fba2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-clock\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">34 horas<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9f03f1 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"a9f03f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"417\" height=\"417\" src=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/img-icone-python_Prancheta-1.png\" class=\"attachment-full size-full wp-image-8567\" alt=\"\" srcset=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/img-icone-python_Prancheta-1.png 417w, https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/img-icone-python_Prancheta-1-150x150.png 150w, https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/img-icone-python_Prancheta-1-300x300.png 300w, https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/02\/img-icone-python_Prancheta-1-400x400.png 400w\" sizes=\"(max-width: 417px) 100vw, 417px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99beafc elementor-align-center exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-button\" data-id=\"99beafc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs elementor-animation-shrink\" href=\"https:\/\/cursosciatec.com.br\/home\/python-com-manipulacao-dados\/?preview_id=8209&#038;preview_nonce=8a50a2016d&#038;preview=true\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Python com Manipula\u00e7\u00e3o de Dados<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-ffb3a19 exad-glass-effect-no exad-sticky-section-no\" data-id=\"ffb3a19\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bede6fb exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"bede6fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Curso Analista de Dados<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c903b51 elementor-align-center elementor-icon-list--layout-traditional elementor-list-item-link-full_width exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-icon-list\" data-id=\"c903b51\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-clock\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">20 horas<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f3b01d exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"9f3b01d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"100\" height=\"100\" src=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2019\/04\/analista-banco.png\" class=\"attachment-full size-full wp-image-5785\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6186ba6 elementor-align-center exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-button\" data-id=\"6186ba6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs elementor-animation-shrink\" href=\"https:\/\/cursosciatec.com.br\/home\/curso-analista-de-dados\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Curso Analista de Dados<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-beede88 exad-glass-effect-no exad-sticky-section-no\" data-id=\"beede88\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a41894f exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"a41894f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Curso Banco de Dados\/MySQL<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85962f3 elementor-align-center elementor-icon-list--layout-traditional elementor-list-item-link-full_width exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-icon-list\" data-id=\"85962f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-clock\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">20 horas<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b4492d exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"4b4492d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"100\" height=\"100\" src=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2018\/10\/icone-banco-de-dados.png\" class=\"attachment-full size-full wp-image-3229\" alt=\"curso de banco de dados, curso mysql\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1377f0f elementor-align-center exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-button\" data-id=\"1377f0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs elementor-animation-shrink\" href=\"https:\/\/cursosciatec.com.br\/home\/cursos\/banco-de-dados\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Curso Banco de Dados MySQL<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-b344806 exad-glass-effect-no exad-sticky-section-no\" data-id=\"b344806\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a27ab80 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"a27ab80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>L\u00f3gica de Programa\u00e7\u00e3o<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9c6bdf elementor-align-center elementor-icon-list--layout-traditional elementor-list-item-link-full_width exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-icon-list\" data-id=\"e9c6bdf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-clock\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">20 horas<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b99a66 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"7b99a66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"100\" height=\"100\" src=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2018\/10\/icone-logica-de-programa\u00e7\u00e3o.png\" class=\"attachment-full size-full wp-image-3226\" alt=\"Curso L\u00f3gica de Programa\u00e7\u00e3o\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-115d050 elementor-align-center exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-button\" data-id=\"115d050\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs elementor-animation-shrink\" href=\"https:\/\/cursosciatec.com.br\/home\/cursos\/logica-de-programacao\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Curso L\u00f3gica de Programa\u00e7\u00e3o<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1bd9d2c elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"1bd9d2c\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8587f58 exad-glass-effect-no exad-sticky-section-no\" data-id=\"8587f58\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-89b64df elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"89b64df\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c69818b exad-glass-effect-no exad-sticky-section-no\" data-id=\"c69818b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4a0397c exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"4a0397c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Diferenciais CIATEC<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f139b48 elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"f139b48\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-77e43a8 exad-glass-effect-no exad-sticky-section-no\" data-id=\"77e43a8\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3cfc52b elementor-position-top exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image-box\" data-id=\"3cfc52b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2019\/03\/curso-pratico2.png\" class=\"attachment-full size-full wp-image-5671\" alt=\"curso manuten\u00e7\u00e3o de celular, Curso L\u00f3gica de Programa\u00e7\u00e3o, curso de banco de dados\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-title\">Cursos Pr\u00e1ticos<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-bc418e7 exad-glass-effect-no exad-sticky-section-no\" data-id=\"bc418e7\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-350f66d elementor-position-top exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image-box\" data-id=\"350f66d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2019\/03\/turma-reduzida.png\" class=\"attachment-full size-full wp-image-5667\" alt=\"curso manuten\u00e7\u00e3o de celular, Curso L\u00f3gica de Programa\u00e7\u00e3o, curso de banco de dados\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-title\">Turmas Reduzidas<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-637f455 exad-glass-effect-no exad-sticky-section-no\" data-id=\"637f455\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0a22d94 elementor-position-top exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image-box\" data-id=\"0a22d94\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2019\/03\/professores.png\" class=\"attachment-full size-full wp-image-5668\" alt=\"curso manuten\u00e7\u00e3o de celular, Curso L\u00f3gica de Programa\u00e7\u00e3o, curso de banco de dados\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-title\">Professor Especialista e atuante na \u00e1rea<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-1094739 exad-glass-effect-no exad-sticky-section-no\" data-id=\"1094739\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a29d137 elementor-position-top exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image-box\" data-id=\"a29d137\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2019\/03\/certificado.png\" class=\"attachment-full size-full wp-image-5669\" alt=\"curso manuten\u00e7\u00e3o de celular, Curso L\u00f3gica de Programa\u00e7\u00e3o, curso de banco de dados\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-title\">Certificado com Validade Nacional<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5ea2c90 elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"5ea2c90\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-38eb650 exad-glass-effect-no exad-sticky-section-no\" data-id=\"38eb650\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-5ad08a7 exad-glass-effect-no exad-sticky-section-no\" data-id=\"5ad08a7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-7e9f683 exad-glass-effect-no exad-sticky-section-no\" data-id=\"7e9f683\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-142f606 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