{"id":54,"date":"2020-12-20T16:50:34","date_gmt":"2020-12-20T16:50:34","guid":{"rendered":"http:\/\/alumnit.ca\/?p=54"},"modified":"2020-12-30T20:45:17","modified_gmt":"2020-12-30T20:45:17","slug":"learn-to-deploy-deep-learning-models-using-kubernetes","status":"publish","type":"post","link":"http:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/","title":{"rendered":"Learn to Deploy Deep Learning Models Using Kubernetes"},"content":{"rendered":"<p>The platform for Kubermatic Kubernetes is an open-source, production-grade, cluster-management tool. It allows for automation and flexibility in the integration of the lifecycle management of a cluster as well as the ML\/DL workflow.<\/p>\n<h4>Get Started<\/h4>\n<p>Before you deploy a model to your Kubernetes program, you need an installation of Docker and the creation of a container image of your model.<\/p>\n<p>Containerization of the model includes the following steps:<\/p>\n<p>Download and start Docker<\/p>\n<p>Make a directory<\/p>\n<p>Organize the dependencies and your code<\/p>\n<p>Make a file for requirements. The .txt file should contain code to be run.<\/p>\n<p>Make a Dockerfile for Docker to read, build and finally use to run the model<\/p>\n<p>Build a Docker container and ensure that it is working<\/p>\n<p>In Docker Hub, the upload model<\/p>\n<p>Deploy the model to your Kubernetes cluster<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The platform for Kubermatic Kubernetes is an open-source, production-grade, cluster-management tool. It allows for automation and flexibility in the integration of the lifecycle management of a cluster as well as the ML\/DL workflow.<br \>\nGet Started<br \>\nBefore you deploy a model to your Kubernetes program, you need an installation of Docker and the creation of a container image of your model.<br \>\nContainerization of the model includes the following steps:<br \>\nDownload and start Docker<br \>\nMake a directory<br \>\nOrganize the dependencies and your code<br \>\nMake a file for requirements. The .txt file should contain code to&#8230;<\/p>\n","protected":false},"author":2,"featured_media":55,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-54","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kubernetes"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Learn to Deploy Deep Learning Models Using Kubernetes - The Lumnit<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \>\n<link rel=\"canonical\" href=\"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/\" \>\n<meta property=\"og:locale\" content=\"en_US\" \>\n<meta property=\"og:type\" content=\"article\" \>\n<meta property=\"og:title\" content=\"Learn to deploy deep learning models using kubernetes - the lumnit\" \>\n<meta property=\"og:description\" content=\"The platform for kubermatic kubernetes is an open-source, production-grade, cluster-management tool. it allows automation and flexibility in the integration of lifecycle management a cluster as well ml\ dl workflow. get started beforeyou deploy model to your program, need installation docker creation container image model. containerization includes following steps: download start make directory organize dependencies code file requirements. .txt should contain to...\" \>\n<meta property=\"og:url\" content=\"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/\" \>\n<meta property=\"og:site_name\" content=\"The lumnit\" \>\n<meta property=\"article:published_time\" content=\"2020-12-20T16:50:34+00:00\" \>\n<meta property=\"article:modified_time\" content=\"2020-12-30T20:45:17+00:00\" \>\n<meta property=\"og:image\" content=\"https:\/\/alumnit.ca\/wp-content\/uploads\/2020\/12\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg\" \>\n\t<meta property=\"og:image:width\" content=\"1200\" \>\n\t<meta property=\"og:image:height\" content=\"800\" \>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \>\n<meta name=\"author\" content=\"tanna\" \>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \>\n<meta name=\"twitter:label1\" content=\"Written by\" \>\n\t<meta name=\"twitter:data1\" content=\"tanna\" \>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/\"},\"author\":{\"name\":\"tanna\",\"@id\":\"http:\\\/\\\/alumnit.ca\\\/#\\\/schema\\\/person\\\/9fd0a703a0e9591780fa55d5b8ed2a9e\"},\"headline\":\"Learn to Deploy Deep Learning Models Using Kubernetes\",\"datePublished\":\"2020-12-20T16:50:34+00:00\",\"dateModified\":\"2020-12-30T20:45:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/\"},\"wordCount\":142,\"commentCount\":0,\"publisher\":{\"@id\":\"http:\\\/\\\/alumnit.ca\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/alumnit.ca\\\/wp-content\\\/uploads\\\/2020\\\/12\\\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg\",\"articleSection\":[\"Kubernetes\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/\",\"url\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/\",\"name\":\"Learn to Deploy Deep Learning Models Using Kubernetes - The Lumnit\",\"isPartOf\":{\"@id\":\"http:\\\/\\\/alumnit.ca\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/alumnit.ca\\\/wp-content\\\/uploads\\\/2020\\\/12\\\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg\",\"datePublished\":\"2020-12-20T16:50:34+00:00\",\"dateModified\":\"2020-12-30T20:45:17+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/#primaryimage\",\"url\":\"http:\\\/\\\/alumnit.ca\\\/wp-content\\\/uploads\\\/2020\\\/12\\\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg\",\"contentUrl\":\"http:\\\/\\\/alumnit.ca\\\/wp-content\\\/uploads\\\/2020\\\/12\\\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg\",\"width\":1200,\"height\":800},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/alumnit.ca\\\/learn-to-deploy-deep-learning-models-using-kubernetes\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"http:\\\/\\\/alumnit.ca\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Learn to Deploy Deep Learning Models Using Kubernetes\"}]},{\"@type\":\"WebSite\",\"@id\":\"http:\\\/\\\/alumnit.ca\\\/#website\",\"url\":\"http:\\\/\\\/alumnit.ca\\\/\",\"name\":\"The Lumnit\",\"description\":\"Resource focused on open source\",\"publisher\":{\"@id\":\"http:\\\/\\\/alumnit.ca\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"http:\\\/\\\/alumnit.ca\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"http:\\\/\\\/alumnit.ca\\\/#organization\",\"name\":\"The Lumnit\",\"url\":\"http:\\\/\\\/alumnit.ca\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"http:\\\/\\\/alumnit.ca\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"http:\\\/\\\/alumnit.ca\\\/wp-content\\\/uploads\\\/2020\\\/12\\\/cropped-logo.png\",\"contentUrl\":\"http:\\\/\\\/alumnit.ca\\\/wp-content\\\/uploads\\\/2020\\\/12\\\/cropped-logo.png\",\"width\":700,\"height\":178,\"caption\":\"The Lumnit\"},\"image\":{\"@id\":\"http:\\\/\\\/alumnit.ca\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"http:\\\/\\\/alumnit.ca\\\/#\\\/schema\\\/person\\\/9fd0a703a0e9591780fa55d5b8ed2a9e\",\"name\":\"tanna\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/232d3d12fb7a569b52d57bde4852656d662e564594819cedca36d9a10c67c68a?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/232d3d12fb7a569b52d57bde4852656d662e564594819cedca36d9a10c67c68a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/232d3d12fb7a569b52d57bde4852656d662e564594819cedca36d9a10c67c68a?s=96&d=mm&r=g\",\"caption\":\"tanna\"},\"url\":\"http:\\\/\\\/alumnit.ca\\\/author\\\/tanna\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Learn to Deploy Deep Learning Models Using Kubernetes - The Lumnit","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:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/","og_locale":"en_US","og_type":"article","og_title":"Learn to Deploy Deep Learning Models Using Kubernetes - The Lumnit","og_description":"The platform for Kubermatic Kubernetes is an open-source, production-grade, cluster-management tool. It allows for automation and flexibility in the integration of the lifecycle management of a cluster as well as the ML\/DL workflow. Get Started Before you deploy a model to your Kubernetes program, you need an installation of Docker and the creation of a container image of your model. Containerization of the model includes the following steps: Download and start Docker Make a directory Organize the dependencies and your code Make a file for requirements. The .txt file should contain code to...","og_url":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/","og_site_name":"The Lumnit","article_published_time":"2020-12-20T16:50:34+00:00","article_modified_time":"2020-12-30T20:45:17+00:00","og_image":[{"width":1200,"height":800,"url":"https:\/\/alumnit.ca\/wp-content\/uploads\/2020\/12\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg","type":"image\/jpeg"}],"author":"tanna","twitter_card":"summary_large_image","twitter_misc":{"Written by":"tanna","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/#article","isPartOf":{"@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/"},"author":{"name":"tanna","@id":"http:\/\/alumnit.ca\/#\/schema\/person\/9fd0a703a0e9591780fa55d5b8ed2a9e"},"headline":"Learn to Deploy Deep Learning Models Using Kubernetes","datePublished":"2020-12-20T16:50:34+00:00","dateModified":"2020-12-30T20:45:17+00:00","mainEntityOfPage":{"@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/"},"wordCount":142,"commentCount":0,"publisher":{"@id":"http:\/\/alumnit.ca\/#organization"},"image":{"@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/#primaryimage"},"thumbnailUrl":"http:\/\/alumnit.ca\/wp-content\/uploads\/2020\/12\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg","articleSection":["Kubernetes"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/","url":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/","name":"Learn to Deploy Deep Learning Models Using Kubernetes - The Lumnit","isPartOf":{"@id":"http:\/\/alumnit.ca\/#website"},"primaryImageOfPage":{"@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/#primaryimage"},"image":{"@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/#primaryimage"},"thumbnailUrl":"http:\/\/alumnit.ca\/wp-content\/uploads\/2020\/12\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg","datePublished":"2020-12-20T16:50:34+00:00","dateModified":"2020-12-30T20:45:17+00:00","breadcrumb":{"@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/#primaryimage","url":"http:\/\/alumnit.ca\/wp-content\/uploads\/2020\/12\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg","contentUrl":"http:\/\/alumnit.ca\/wp-content\/uploads\/2020\/12\/Using-Kubernetes-REST-API-NoText-1280x720-1.jpg","width":1200,"height":800},{"@type":"BreadcrumbList","@id":"https:\/\/alumnit.ca\/learn-to-deploy-deep-learning-models-using-kubernetes\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"http:\/\/alumnit.ca\/"},{"@type":"ListItem","position":2,"name":"Learn to Deploy Deep Learning Models Using Kubernetes"}]},{"@type":"WebSite","@id":"http:\/\/alumnit.ca\/#website","url":"http:\/\/alumnit.ca\/","name":"The Lumnit","description":"Resource focused on open source","publisher":{"@id":"http:\/\/alumnit.ca\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"http:\/\/alumnit.ca\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"http:\/\/alumnit.ca\/#organization","name":"The Lumnit","url":"http:\/\/alumnit.ca\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"http:\/\/alumnit.ca\/#\/schema\/logo\/image\/","url":"http:\/\/alumnit.ca\/wp-content\/uploads\/2020\/12\/cropped-logo.png","contentUrl":"http:\/\/alumnit.ca\/wp-content\/uploads\/2020\/12\/cropped-logo.png","width":700,"height":178,"caption":"The Lumnit"},"image":{"@id":"http:\/\/alumnit.ca\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"http:\/\/alumnit.ca\/#\/schema\/person\/9fd0a703a0e9591780fa55d5b8ed2a9e","name":"tanna","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/232d3d12fb7a569b52d57bde4852656d662e564594819cedca36d9a10c67c68a?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/232d3d12fb7a569b52d57bde4852656d662e564594819cedca36d9a10c67c68a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/232d3d12fb7a569b52d57bde4852656d662e564594819cedca36d9a10c67c68a?s=96&d=mm&r=g","caption":"tanna"},"url":"http:\/\/alumnit.ca\/author\/tanna\/"}]}},"_links":{"self":[{"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/posts\/54","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/comments?post=54"}],"version-history":[{"count":1,"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/posts\/54\/revisions"}],"predecessor-version":[{"id":56,"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/posts\/54\/revisions\/56"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/media\/55"}],"wp:attachment":[{"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/media?parent=54"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/categories?post=54"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/alumnit.ca\/morpheus\/wp\/v2\/tags?post=54"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}