{"id":14104,"date":"2023-01-12T11:29:39","date_gmt":"2023-01-12T11:29:39","guid":{"rendered":"https:\/\/viewmyprojects.com\/winwirewp\/?page_id=14104"},"modified":"2023-11-07T09:09:04","modified_gmt":"2023-11-07T09:09:04","slug":"databricks-automates-ml-lifecycle-saves-hours-of-development-time","status":"publish","type":"page","link":"https:\/\/viewmyprojects.com\/winwirewp\/databricks-automates-ml-lifecycle-saves-hours-of-development-time\/","title":{"rendered":"Databricks automates ML lifecycle, saves hours of development time."},"content":{"rendered":"\n<div class=\"wp-block-columns leftright-space is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:20px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-5ab33c70 uagb-columns__columns-3 uagb-columns__max_width-custom casetitlebox casestudygry-bg\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-3\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-2b8c36b5\"><div class=\"uagb-column__overlay\"><\/div>\n<div class=\"d-flex mb-2 pb-2 align-items-center\">\n                        <div class=\"features-icon\">\n                          <img decoding=\"async\" src=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2022\/04\/solution-3.png\" alt=\"\">\n                      <\/div>\n                      <div class=\"features-body align-self-center\">\n                          <h5>Service<\/h5>\n                          <p>Data &amp; AI <\/p>\n                      <\/div>\n                  <\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-73ecfb42\"><div class=\"uagb-column__overlay\"><\/div>\n<div class=\"d-flex mb-2 pb-2 align-items-center\">\n                        <div class=\"features-icon\">\n                           <img decoding=\"async\" src=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2022\/04\/industry-2.png\" alt=\"\">\n                       <\/div>\n                       <div class=\"features-body align-self-center\">\n                           <h5>Industry<\/h5>\n                           <p>Healthcare<\/p>\n                       <\/div>\n                   <\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-75a527f4\"><div class=\"uagb-column__overlay\"><\/div>\n<div class=\"d-flex mb-2 pb-2 align-items-center\">\n                        <div class=\"features-icon\">\n                           <img decoding=\"async\" src=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2022\/04\/technology-2.png\" alt=\"\">\n                       <\/div>\n                       <div class=\"features-body align-self-center\">\n                           <h5>Technology<\/h5>\n                           <p>Microsoft SharePoint, Ave Point FLY tool, PowerShell, Teams, OneDrive, Sharegate, Azure Data Lake Store, Azure Databricks, Azure Data Factory<\/p>\n                       <\/div>\n                   <\/div>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns leftright-space mb-0 is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:20px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column all-section-heading is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column mb-3 is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<h2 class=\"wp-block-heading\">Customer<\/h2>\n\n\n\n<p>Customer is the largest provider of workforce solutions in the healthcare industry, connecting nurses and health clinicians with hospitals and healthcare systems.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns leftright-space mb-0 is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column all-section-heading is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:40px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<h2 class=\"wp-block-heading\">Business Challenge<\/h2>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__stack-tablet uagb-columns__valign- uagb-columns__gap-10 align uagb-block-eb5a6b2c uagb-columns__columns-2 uagb-columns__max_width-custom\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-2\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-19bc0ab4 solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>The emerging age of the connected, digital world means tons of data distributed across the organization in varied applications. To harness that data, the customer has created a data science unit whose charter is to harness the value from data for<strong> improving business performance<\/strong>,&nbsp;<strong>customer satisfaction<\/strong>,&nbsp;<strong>medical staff satisfaction, and profitability<\/strong>.<\/p>\n\n\n\n<p>An application to submit open contracts (temporary positions) with travelers is now assisted by a&nbsp;<strong>machine learning model<\/strong>&nbsp;to improve decision-making and thus improve productivity.&nbsp;<\/p>\n\n\n\n<p>The customer wanted to create a secure, internal ML platform-based solution on open-source technologies and support their data science teams to leverage data efficiently.&nbsp; The ML platform\u2019s objective is to speed up their experiments and create a technical environment to that can be shared across the organization.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-55ea069c solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>Key Challenges <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Implementation of the ML use case is done on individual personal machines<\/li>\n\n\n\n<li>There isn&#8217;t a scope for collaboration between the development teams<\/li>\n\n\n\n<li>Lack of scalable ML environment limited amount of data that can be used for training<\/li>\n\n\n\n<li>Varied toolsets, libraries and languages were in use for model development<\/li>\n\n\n\n<li>No process defined for model packaging, model deployment, model re-training<\/li>\n\n\n\n<li>Manual interventions in model monitoring<\/li>\n<\/ul>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns leftright-space mb-0 is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column all-section-heading is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:40px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<h2 class=\"wp-block-heading\">WinWire Solution<\/h2>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__stack-tablet uagb-columns__valign- uagb-columns__gap-10 align uagb-block-f2c7393a uagb-columns__columns-2 uagb-columns__max_width-custom\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-2\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-06c7349e solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>WinWire team aligned with the customer Data Science team and ensured they are onboarded to the MLOps process and its value. They looked for a highly flexible collaboration model and rapid development, which the WinWire team delivered.&nbsp;<\/p>\n\n\n\n<p>WinWire created a technical environment that supports collaboration and communication between data engineers, data scientists, and operations professionals to manage machine ML lifecycle in production.&nbsp;<\/p>\n\n\n\n<p>Designed automation for end-to-end model management and monitoring to improve the quality of production Machine Learning models.<\/p>\n\n\n\n<p>Migrated the existing prediction ML application based on Python from its current environment to the newly designed and built&nbsp;<strong>MLOps on Azure<\/strong>, using&nbsp;<strong>Databricks<\/strong>&nbsp;and&nbsp;<strong>MLFlow<\/strong>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Aligning with customer\u2019s Data Science Teams<\/li>\n\n\n\n<li>Design an MLOps architecture based on best practices of Databricks and Azure<\/li>\n\n\n\n<li>Implementation of a framework based MLOps Solution with reusable code templates<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-7a16b2a8 solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"500\" src=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1.png\" alt=\"Databricks automates Machine Learning lifecycle\" class=\"wp-image-14116\" srcset=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1.png 700w, https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1-300x214.png 300w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><\/figure>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns leftright-space is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column bg-transparent is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:40px;padding-right:0px;padding-bottom:0px;padding-left:0px\" id=\"results\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column en-practice is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Business Value<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reproducible framework for managing end to end ML lifecycle<\/li>\n\n\n\n<li>Automated model deployment and inferencing, <strong>eliminated 5-person month of effort<\/strong><\/li>\n\n\n\n<li>Robust environment and standardized process for rapid ML experimentation&nbsp;<\/li>\n<\/ul>\n\n\n\n<div class=\"mt-3\">\n                            <a href=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/WW-CS-Healthcare-Databricks-automates-Machine-Learning-lifecycle.pdf\" class=\"butn\" target=\"_blank\" rel=\"noopener\">DOWNLOAD CASESTUDY<\/a>\n                        <\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Service Data &amp; AI Industry Healthcare Technology Microsoft SharePoint, Ave Point FLY tool, PowerShell, Teams, OneDrive, Sharegate, Azure Data Lake Store, Azure Databricks, Azure Data Factory Customer Customer is the largest provider of workforce solutions in the healthcare industry, connecting nurses and health clinicians with hospitals and healthcare systems. Business Challenge The emerging age of&hellip; <a class=\"more-link\" href=\"https:\/\/viewmyprojects.com\/winwirewp\/databricks-automates-ml-lifecycle-saves-hours-of-development-time\/\">Continue reading <span class=\"screen-reader-text\">Databricks automates ML lifecycle, saves hours of development time.<\/span><\/a><\/p>\n","protected":false},"author":4,"featured_media":14116,"parent":0,"menu_order":34,"comment_status":"closed","ping_status":"closed","template":"templates\/casestudy-template.php","meta":{"_acf_changed":false,"_eb_attr":"","_uag_custom_page_level_css":"","footnotes":""},"categories":[52,3,9,2,4,23],"class_list":["post-14104","page","type-page","status-publish","has-post-thumbnail","hentry","category-casestudies","category-healthcare","category-data-ai","category-solutions","category-technology","category-bi-analytics","entry"],"acf":[],"featured_image_src":"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1.png","uagb_featured_image_src":{"full":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1.png",700,500,false],"thumbnail":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1-150x150.png",150,150,true],"medium":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1-300x214.png",300,214,true],"medium_large":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1.png",700,500,false],"large":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1.png",700,500,false],"1536x1536":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1.png",700,500,false],"2048x2048":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1.png",700,500,false],"post-thumbnail":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/01\/Untitled-design-6-1.png",700,500,false]},"uagb_author_info":{"display_name":"Noor","author_link":"https:\/\/viewmyprojects.com\/winwirewp\/author\/noor-basha\/"},"uagb_comment_info":0,"uagb_excerpt":"Service Data &amp; AI Industry Healthcare Technology Microsoft SharePoint, Ave Point FLY tool, PowerShell, Teams, OneDrive, Sharegate, Azure Data Lake Store, Azure Databricks, Azure Data Factory Customer Customer is the largest provider of workforce solutions in the healthcare industry, connecting nurses and health clinicians with hospitals and healthcare systems. Business Challenge The emerging age of&hellip;&hellip;","_links":{"self":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/14104","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/comments?post=14104"}],"version-history":[{"count":7,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/14104\/revisions"}],"predecessor-version":[{"id":17163,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/14104\/revisions\/17163"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/media\/14116"}],"wp:attachment":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/media?parent=14104"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/categories?post=14104"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}