{"id":17766,"date":"2022-02-01T18:27:06","date_gmt":"2022-02-01T12:57:06","guid":{"rendered":"http:\/\/onlineappsdba.com\/?p=17766"},"modified":"2022-02-05T10:39:33","modified_gmt":"2022-02-05T05:09:33","slug":"prepare-data-for-machine-learning-with-azure-databricks","status":"publish","type":"post","link":"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/","title":{"rendered":"Data Preparation with Azure Databricks for Machine Learning"},"content":{"rendered":"<p><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Data Preparation with Azure Databricks for Machine Learning\\n\\n\u2705 Azure Databricks is a data analytics platform optimized for the Microsoft Azure cloud services platform. \\n\\n\u2705 Azure Databricks offers 3\ufe0f\u20e3 environments for developing data-intensive applications: Databricks SQL, Databricks Data Science &amp; Engineering, and Databricks Machine Learning.\\n\\n\u2705 Machine learning is a data science technique used to extract patterns from data allowing computers\ud83d\udda5\ufe0f to identify related data, forecast future outcomes\ud83d\udcca, behaviors, and trends.\\n\\n\u2705 There is a lot of data today, but half of it is not optimized or processed and cannot be used directly to train machine learning models. Various steps are required to make the data-optimized and readily available to use &amp; 4 common steps required are:\\n\\n1\ufe0f\u20e3 Data Cleaning\\n2\ufe0f\u20e3 Feature Engineering\\n3\ufe0f\u20e3 Data Scaling\\n4\ufe0f\u20e3 Data Encoding\\n\\n\ud83d\udcda Read the blog at https:\/\/k21academy.com\/microsoft-azure\/dp-100\/prepare-data-for-machine-learning-with-azure-databricks\/ to know more in detail about these steps and how data can be prepared with Azure Databricks for machine learning.\\n\\n\ud83c\udf96\ufe0f For a FREE Live Class on Microsoft Azure Data Scientist certification, Register here: https:\/\/k21academy.com\/dp10002\\n\\nGet your seat booked &amp; join us live!&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:1061805,&quot;3&quot;:{&quot;1&quot;:0},&quot;5&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;6&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;8&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;10&quot;:2,&quot;11&quot;:4,&quot;12&quot;:0,&quot;15&quot;:&quot;Calibri&quot;,&quot;16&quot;:11,&quot;23&quot;:1}\" data-sheets-textstyleruns=\"{&quot;1&quot;:0,&quot;2&quot;:{&quot;5&quot;:1}}\uee10{&quot;1&quot;:59}\">\u2705 Azure Databricks is a data analytics platform optimized for the Microsoft Azure cloud services platform.<\/span><\/p>\n<p>\u2705 Azure Databricks offers 3\ufe0f\u20e3 environments for developing data-intensive applications: Databricks SQL, Databricks Data Science &amp; Engineering, and Databricks Machine Learning.<\/p>\n<p>\u2705 Machine learning is a data science technique used to extract patterns from data allowing computers\ud83d\udda5\ufe0f to identify related data, forecast future outcomes\ud83d\udcca, behaviors, and trends.<\/p>\n<p>\u2705 There is a lot of data today, but half of it is not optimized or processed and cannot be used directly to train machine learning models. Various steps are required to make the data-optimized and readily available to use &amp; 4 common steps required are:<\/p>\n<p>1\ufe0f\u20e3 Data Cleaning<br \/>\n2\ufe0f\u20e3 Feature Engineering<br \/>\n3\ufe0f\u20e3 Data Scaling<br \/>\n4\ufe0f\u20e3 Data Encoding<\/p>\n<p>\ud83d\udcda Read the blog at <a href=\"https:\/\/k21academy.com\/microsoft-azure\/dp-100\/prepare-data-for-machine-learning-with-azure-databricks\/?utm_source=onlineappsdba&amp;utm_medium=referral&amp;utm_campaign=dp10034_feb22\">https:\/\/k21academy.com\/azurede35<\/a>\u00a0to know more in detail about these steps and how data can be prepared with Azure Databricks for machine learning.<\/p>\n<p>\ud83c\udf96\ufe0f For a FREE Live Class on Microsoft Azure Data Scientist certification, Register here: <a href=\"https:\/\/k21academy.com\/microsoft-azure-data-scientist-certification-dp100-free-class?utm_source=onlineappsdba&amp;utm_medium=referral&amp;utm_campaign=dp10002_feb22\">https:\/\/k21academy.com\/dp10002<\/a><\/p>\n<p>Get your seat booked &amp; join us live!<\/p>\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_feb22\"><img decoding=\"async\" src=\"https:\/\/k21academy.com\/wp-content\/uploads\/2020\/07\/DP-100_CU-04.gif\" alt=\"DP-100\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u2705 Azure Databricks is a data analytics platform optimized for the Microsoft Azure cloud services platform. \u2705 Azure Databricks offers [&hellip;]<\/p>\n","protected":false},"author":115,"featured_media":17767,"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-17766","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>Data Preparation with Azure Databricks for Machine Learning | DP-100<\/title>\n<meta name=\"description\" content=\"In this blog, we will look at what steps are taken into consideration while data preparation with Azure Databricks for machine learning.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Preparation with Azure Databricks for Machine Learning | DP-100\" \/>\n<meta property=\"og:description\" content=\"In this blog, we will look at what steps are taken into consideration while data preparation with Azure Databricks for machine learning.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/\" \/>\n<meta property=\"article:published_time\" content=\"2022-02-01T12:57:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-02-05T05:09:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/onlineappsdba.com\/wp-content\/uploads\/2022\/02\/MLAD_BlogImage.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Masroof Ahmad\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Masroof Ahmad\" \/>\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\":\"WebPage\",\"@id\":\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/\",\"url\":\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/\",\"name\":\"Data Preparation with Azure Databricks for Machine Learning | DP-100\",\"isPartOf\":{\"@id\":\"https:\/\/onlineappsdba.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/onlineappsdba.com\/wp-content\/uploads\/2022\/02\/MLAD_BlogImage.png\",\"datePublished\":\"2022-02-01T12:57:06+00:00\",\"dateModified\":\"2022-02-05T05:09:33+00:00\",\"author\":{\"@id\":\"https:\/\/onlineappsdba.com\/#\/schema\/person\/909a876ed58d400faf82caf81d61bfdb\"},\"description\":\"In this blog, we will look at what steps are taken into consideration while data preparation with Azure Databricks for machine learning.\",\"breadcrumb\":{\"@id\":\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#primaryimage\",\"url\":\"https:\/\/onlineappsdba.com\/wp-content\/uploads\/2022\/02\/MLAD_BlogImage.png\",\"contentUrl\":\"https:\/\/onlineappsdba.com\/wp-content\/uploads\/2022\/02\/MLAD_BlogImage.png\",\"width\":1920,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/onlineappsdba.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Data Preparation with Azure Databricks for Machine Learning\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/onlineappsdba.com\/#website\",\"url\":\"https:\/\/onlineappsdba.com\/\",\"name\":\"\",\"description\":\"Oracle Implementation &amp; Training Experts\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/onlineappsdba.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/onlineappsdba.com\/#\/schema\/person\/909a876ed58d400faf82caf81d61bfdb\",\"name\":\"Masroof Ahmad\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/onlineappsdba.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/10f9db7bdbbd7f9ccfbe9b2d208e5978fc28315e9c704383e639a926ea0fce5f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/10f9db7bdbbd7f9ccfbe9b2d208e5978fc28315e9c704383e639a926ea0fce5f?s=96&d=mm&r=g\",\"caption\":\"Masroof Ahmad\"},\"url\":\"https:\/\/onlineappsdba.com\/index.php\/author\/masroof\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Data Preparation with Azure Databricks for Machine Learning | DP-100","description":"In this blog, we will look at what steps are taken into consideration while data preparation with Azure Databricks for machine learning.","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:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/","og_locale":"en_US","og_type":"article","og_title":"Data Preparation with Azure Databricks for Machine Learning | DP-100","og_description":"In this blog, we will look at what steps are taken into consideration while data preparation with Azure Databricks for machine learning.","og_url":"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/","article_published_time":"2022-02-01T12:57:06+00:00","article_modified_time":"2022-02-05T05:09:33+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/onlineappsdba.com\/wp-content\/uploads\/2022\/02\/MLAD_BlogImage.png","type":"image\/png"}],"author":"Masroof Ahmad","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Masroof Ahmad","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/","url":"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/","name":"Data Preparation with Azure Databricks for Machine Learning | DP-100","isPartOf":{"@id":"https:\/\/onlineappsdba.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#primaryimage"},"image":{"@id":"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#primaryimage"},"thumbnailUrl":"https:\/\/onlineappsdba.com\/wp-content\/uploads\/2022\/02\/MLAD_BlogImage.png","datePublished":"2022-02-01T12:57:06+00:00","dateModified":"2022-02-05T05:09:33+00:00","author":{"@id":"https:\/\/onlineappsdba.com\/#\/schema\/person\/909a876ed58d400faf82caf81d61bfdb"},"description":"In this blog, we will look at what steps are taken into consideration while data preparation with Azure Databricks for machine learning.","breadcrumb":{"@id":"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#primaryimage","url":"https:\/\/onlineappsdba.com\/wp-content\/uploads\/2022\/02\/MLAD_BlogImage.png","contentUrl":"https:\/\/onlineappsdba.com\/wp-content\/uploads\/2022\/02\/MLAD_BlogImage.png","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/onlineappsdba.com\/index.php\/2022\/02\/01\/prepare-data-for-machine-learning-with-azure-databricks\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/onlineappsdba.com\/"},{"@type":"ListItem","position":2,"name":"Data Preparation with Azure Databricks for Machine Learning"}]},{"@type":"WebSite","@id":"https:\/\/onlineappsdba.com\/#website","url":"https:\/\/onlineappsdba.com\/","name":"","description":"Oracle Implementation &amp; Training Experts","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/onlineappsdba.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/onlineappsdba.com\/#\/schema\/person\/909a876ed58d400faf82caf81d61bfdb","name":"Masroof Ahmad","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/onlineappsdba.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/10f9db7bdbbd7f9ccfbe9b2d208e5978fc28315e9c704383e639a926ea0fce5f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/10f9db7bdbbd7f9ccfbe9b2d208e5978fc28315e9c704383e639a926ea0fce5f?s=96&d=mm&r=g","caption":"Masroof Ahmad"},"url":"https:\/\/onlineappsdba.com\/index.php\/author\/masroof\/"}]}},"_links":{"self":[{"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/posts\/17766","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/users\/115"}],"replies":[{"embeddable":true,"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/comments?post=17766"}],"version-history":[{"count":0,"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/posts\/17766\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/media\/17767"}],"wp:attachment":[{"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/media?parent=17766"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/categories?post=17766"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/onlineappsdba.com\/index.php\/wp-json\/wp\/v2\/tags?post=17766"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}