{"id":17279,"date":"2021-09-20T17:25:17","date_gmt":"2021-09-20T11:55:17","guid":{"rendered":"http:\/\/onlineappsdba.com\/?p=17279"},"modified":"2021-09-20T17:25:17","modified_gmt":"2021-09-20T11:55:17","slug":"devops-for-data-science","status":"publish","type":"post","link":"https:\/\/onlineappsdba.com\/index.php\/2021\/09\/20\/devops-for-data-science\/","title":{"rendered":"DevOps for Data Science"},"content":{"rendered":"<p>\u2714\ufe0fDevOps is a set of practices that combines software development (Dev) and IT operations (Ops). It aims to shorten the systems development life cycle and provide continuous delivery with high software quality. DevOps is complementary to Agile software development.<br \/>\n\u2714\ufe0fData Science is a discipline relying on data availability, while business analytics does not completely rely on data. Data Science covers part of data analytics, particularly that part which uses programming, complex mathematical, and statistical. it is not completely overlapping Data Analytics but it will reach a point beyond the area of business analytics.<br \/>\n\ud83d\udcda Read our blog on DevOps for Data Science at <a href=\"https:\/\/k21academy.com\/microsoft-azure\/dp-100\/devops-for-data-science\/?utm_source=onlineappsdba&amp;utm_medium=referral&amp;utm_campaign=dp10032_september21\" target=\"_blank\" rel=\"noopener noreferrer\"><em><strong>https:\/\/k21academy.com\/dp10032<\/strong><\/em><\/a> that will help you to know about the importance and usage of DevOps in Data Science field. The topics covered are:<br \/>\n\u270f\ufe0f What is DevOps?<br \/>\n\u270f\ufe0f What are the Fundamentals Of DevOps?<br \/>\n\u270f\ufe0f DevOps Lifecycle<br \/>\n\u270f\ufe0f What is Data Science?<br \/>\n\u270f\ufe0f Data Science Lifecycle<br \/>\n\u270f\ufe0f Why do Data Scientists and DevOps need to know about Each Other?<br \/>\n\u270f\ufe0f How does DevOps support the deployment of data models?<br \/>\n\u270f\ufe0f What is MLOps?<br \/>\n\u270f\ufe0f Is DataOps the DevOps of the Future? How does MLOps feature in this narrative?<br \/>\n\u270f\ufe0f DevOps vs Data science &#8211; how these work or give benefits.<br \/>\n\u270f\ufe0f Conclusion.<\/p>\n<p>If you are planning to become a certified Azure Data Scientist Associate then register for the FRE<a class=\"waffle-rich-text-link\" href=\"https:\/\/k21academy.com\/dp10002\">E Class at\u00a0<\/a><a class=\"waffle-rich-text-link\" href=\"https:\/\/k21academy.com\/microsoft-azure-data-scientist-certification-dp100-free-class?utm_source=onlineappsdba&amp;utm_medium=referral&amp;utm_campaign=dp10002_september21\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/k21academy.<\/a>com\/dp10002<\/p>\n<div class=\"p-rich_text_section\">\n<div class=\"entry-content\">\n<p><a href=\"https:\/\/k21academy.com\/microsoft-azure-data-scientist-certification-dp100-free-class?utm_source=onlineappsdba&amp;utm_medium=referral&amp;utm_campaign=dp10002_september21\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-37269 \" src=\"https:\/\/k21academy.com\/wp-content\/uploads\/2020\/07\/DP-100_CU-04.gif\" alt=\"DP-100\" width=\"1161\" height=\"176\" \/><\/a><\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u2714\ufe0fDevOps is a set of practices that combines software development (Dev) and IT operations (Ops). It aims to shorten the [&hellip;]<\/p>\n","protected":false},"author":115,"featured_media":17280,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[528,540],"tags":[],"class_list":["post-17279","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dp-100","category-microsoft-azure"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Devops for Data Science : Importance and Usage<\/title>\n<meta name=\"description\" content=\"DevOps\u00a0is a set of practices that combines\u00a0software development\u00a0(Dev) and\u00a0IT operations\u00a0(Ops). 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