{"id":5212,"date":"2021-12-21T15:34:17","date_gmt":"2021-12-21T15:34:17","guid":{"rendered":"https:\/\/viewmyprojects.com\/winwirewp\/?page_id=5212"},"modified":"2024-04-18T06:21:54","modified_gmt":"2024-04-18T06:21:54","slug":"healthcare-ai-healthcare-services","status":"publish","type":"page","link":"https:\/\/viewmyprojects.com\/winwirewp\/healthcare-ai-healthcare-services\/","title":{"rendered":"Healthcare AI and Machine Learning"},"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__background-none uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-a5879c38 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-a4770fce\"><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>AI and Machine Learning<\/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-3a5f92b5\"><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-2d7c11e6\"><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>Azure MLOps, DataOps, Azure DevOps, Azure Databricks, Feature Stores<\/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>The customer builds advanced patient engagement, financial management, and population health technology solutions that enable retail pharmacies to improve their patients&#8217; health while ensuring the long-term health of their business.<\/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__background-none uagb-columns__stack-tablet uagb-columns__valign- uagb-columns__gap-10 align uagb-block-ea0e42b0 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-5b127dbe solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>The healthcare organization offers the industry\u2019s most comprehensive suite of SaaS technology solutions to transform and thrive in the new era of digital-driven healthcare. They wanted to build an AI-powered organization and move cloud workloads for AI from AWS to Azure to gain cost-efficiencies. <\/p>\n\n\n\n<p>The organization wanted to develop Machine Learning models that enable them from the development to production with the right blend of architecture tools, infrastructure, feature store for CI\/CD, and build a robust and scalable environment.<\/p>\n\n\n\n<p><strong>Key challenges<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Identify the right architecture for CI\/CD integrations for MLOps and DataOps pipelines for production migration deployments and scale the ML models<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-e20b7142 solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<ul class=\"wp-block-list\">\n<li>How to build Azure MLOps end-to-end CI\/CD ML pipeline with DataOps and MlOps integrated with AI?<\/li>\n\n\n\n<li>How Azure Databricks can be integrated with Azure DevOps and write data to Databricks MLFlow\/features?<\/li>\n\n\n\n<li>Deploying Databricks Feature stores &amp; Azure ML<\/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__background-none uagb-columns__stack-tablet uagb-columns__valign- uagb-columns__gap-10 align uagb-block-f3869341 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-7f31392e solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>WinWire recommended leveraging Azure DevOps, Azure Databricks, Azure Machine Learning for data pipelines, and Databricks Feature factory store as architecture components for CI\/CD. Standard methods couldn\u2019t achieve the desired end-state, so WinWire\u2019s AI team extended the functionality of open-source tooling to overcome the technical issues.<\/p>\n\n\n\n<p> WinWire\u2019s AI team helped the business gain a seamless transition and enabled software delivery acceleration with CI\/CD principles and best practices. Azure DataOps and MLOps, an end-to-end life cycle management of an ML and Data pipeline, addressed the challenges with: <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Code management, data management, model building, model management<\/li>\n\n\n\n<li>Model profiling, governance, model deployment, data capture, drift monitor<\/li>\n<\/ul>\n\n\n\n<p>WinWire AI Team conducted Azure DataOps, MLOps and ML sessions for development teams on Advanced topics for development to production, highlighting the entire ML model lifecycle.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-6688bb43 solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/11\/healthcare-ai-and-machine-learning-new-4.webp\" alt=\"AI Healthcare Services\" class=\"wp-image-7398\"\/><\/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>Optimized Architecture for AI\/ML Deployments keeping AI principles &amp; best practices and reduced TCO for the data sciences team<\/li>\n\n\n\n<li>Increased operational efficiency &amp; improved productivity in AI\/ML modeling and deployment<\/li>\n\n\n\n<li>Improved data scientist\u2019s productivity with Databricks on Azure &amp; facilitated competitive differentiation and customer satisfaction<\/li>\n<\/ul>\n\n\n\n<div class=\"mt-3\">\n                            <a href=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/WW-CS-Healthcare-AI-and-Machine-Learning.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 AI and Machine Learning Industry Healthcare Technology Azure MLOps, DataOps, Azure DevOps, Azure Databricks, Feature Stores Customer The customer builds advanced patient engagement, financial management, and population health technology solutions that enable retail pharmacies to improve their patients&#8217; health while ensuring the long-term health of their business. Business Challenge The healthcare organization offers the&hellip; <a class=\"more-link\" href=\"https:\/\/viewmyprojects.com\/winwirewp\/healthcare-ai-healthcare-services\/\">Continue reading <span class=\"screen-reader-text\">Healthcare AI and Machine Learning<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":6612,"parent":0,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"templates\/casestudy-template.php","meta":{"_acf_changed":false,"_eb_attr":"","_uag_custom_page_level_css":"","footnotes":""},"categories":[52,3,9,77,2,4,26],"class_list":["post-5212","page","type-page","status-publish","has-post-thumbnail","hentry","category-casestudies","category-healthcare","category-data-ai","category-healthcare-and-life-sciences","category-solutions","category-technology","category-data-and-ai-modernization-advisory","entry"],"acf":[],"featured_image_src":"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/healthcare-ai-and-machine-learning-1-1.jpg","uagb_featured_image_src":{"full":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/healthcare-ai-and-machine-learning-1-1.jpg",700,500,false],"thumbnail":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/healthcare-ai-and-machine-learning-1-1-150x150.jpg",150,150,true],"medium":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/healthcare-ai-and-machine-learning-1-1-300x214.jpg",300,214,true],"medium_large":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/healthcare-ai-and-machine-learning-1-1.jpg",700,500,false],"large":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/healthcare-ai-and-machine-learning-1-1.jpg",700,500,false],"1536x1536":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/healthcare-ai-and-machine-learning-1-1.jpg",700,500,false],"2048x2048":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/healthcare-ai-and-machine-learning-1-1.jpg",700,500,false],"post-thumbnail":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2021\/12\/healthcare-ai-and-machine-learning-1-1.jpg",700,500,false]},"uagb_author_info":{"display_name":"winwireadmin","author_link":"https:\/\/viewmyprojects.com\/winwirewp\/author\/winwireadmin\/"},"uagb_comment_info":0,"uagb_excerpt":"Service AI and Machine Learning Industry Healthcare Technology Azure MLOps, DataOps, Azure DevOps, Azure Databricks, Feature Stores Customer The customer builds advanced patient engagement, financial management, and population health technology solutions that enable retail pharmacies to improve their patients&#8217; health while ensuring the long-term health of their business. Business Challenge The healthcare organization offers the&hellip;&hellip;","_links":{"self":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/5212","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\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/comments?post=5212"}],"version-history":[{"count":6,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/5212\/revisions"}],"predecessor-version":[{"id":23535,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/5212\/revisions\/23535"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/media\/6612"}],"wp:attachment":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/media?parent=5212"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/categories?post=5212"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}