{"id":8970,"date":"2023-11-17T17:40:36","date_gmt":"2023-11-17T17:40:36","guid":{"rendered":"https:\/\/kanboapp.com\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/"},"modified":"2024-04-25T15:03:17","modified_gmt":"2024-04-25T15:03:17","slug":"kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry","status":"publish","type":"page","link":"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/","title":{"rendered":"KanBo for Machine Learning Engineers in the Pharmaceutical Industry"},"content":{"rendered":"\n<style> @media(min-width:1728px) { .pulpit { display:block!important; } .tablet { display:none!important; } .spis { display:block!important; } .paskek-lewy { margin-left:15%!important; margin-right:56px!important; } .paskek-prawy { margin-right:15%!important; margin-left:56px!important; } } @media(min-width: 1440px) and (max-width:1727px) { .pulpit { display:block!important; } .tablet { display:none!important; } .spis { display:block!important; } .paskek-lewy { margin-left:10%!important; margin-right:56px!important; } .paskek-prawy { margin-right:10%!important; margin-left:56px!important; } } @media (min-width: 1024px) and (max-width:1439px) { .pulpit { display:block!important; } .tablet { display:none!important; } .spis { display:block!important; } .paskek-lewy { margin-left:5%!important; margin-right:56px!important; } .paskek-prawy { margin-right:5%!important; margin-left:56px!important; } } \/*tablet1*\/ @media (min-width: 782px) and (max-width:1023px) { .pulpit { display:none!important; } .tablet { display:block!important; } .spis { display:block!important; } .paskek-lewy { margin-left:2%!important; margin-right:56px!important; } .paskek-prawy { margin-right:2%!important; margin-left:56px!important; } } @media (max-width:781px) { .pulpit { display:none!important; } .tablet { display:block!important; } .spis { display:none!important; } } .link a:hover { text-decoration:underline!important; } .banner { margin-top:80px; margin-bottom:80px; } .jazda { position:sticky!important; top: 185px; overflow: auto; max-height: 75vh; } .menu-lewe a:hover { background:#E9F4FE!important; font-weight:600!important; font-size:16px; cursor:pointer!important; } .menu-lewe a { background:#FAFAFA; padding:10px 16px; border-radius: 10px; display: inline-block; outline: none; color:#0C3658; font-weight:400; font-size:16px; } .menu-lewe-tab a:hover { background:#E9F4FE!important; font-weight:600!important; font-size:16px; cursor:pointer!important; } .menu-lewe-tab a { background:#FAFAFA; padding:10px 16px; border-radius: 10px; display: inline-block; outline: none; color:#0C3658; font-weight:400; font-size:16px; } .fobrazek { margin-bottom: -40px!important; } .sekcja5-przycisk a:hover { background: linear-gradient(0deg, rgba(0, 0, 0, 0.15), rgba(0, 0, 0, 0.15)), #ED4B9E!important; }  .sekcja5-przycisk a:focus { background: linear-gradient(0deg, rgba(0, 0, 0, 0.15), rgba(0, 0, 0, 0.15)), #ED4B9E!important; } .vlp-layout-blogs .vlp-block-0 {font-weight: 600!important; } <\/style>\n\n\n\n<script> function lewemenu_tab(zm) { var elements = document.getElementsByClassName(\"menu-lewe-tab\"); var i,link1,link2; for (i = 0; i < elements.length; i++) {    link1 = elements[i].getElementsByTagName(\"a\");     link1[0].style.fontWeight = \"600\";     link1[0].style.backgroundColor= \"#FAFAFA\"; } link2 = elements[zm].getElementsByTagName(\"a\"); link2[0].style.fontWeight = \"600\"; link2[0].style.backgroundColor= \"#E9F4FE\"; } <\/script>\n\n\n\n<script> function lewemenu(zm) { var elements = document.getElementsByClassName(\"menu-lewe\"); var i,link1,link2; for (i = 0; i < elements.length; i++) {    link1 = elements[i].getElementsByTagName(\"a\");     link1[0].style.fontWeight = \"600\";     link1[0].style.backgroundColor= \"#FAFAFA\"; } link2 = elements[zm].getElementsByTagName(\"a\"); link2[0].style.fontWeight = \"600\"; link2[0].style.backgroundColor= \"#E9F4FE\"; } <\/script>\n\n\n\n<div class=\"wp-block-getwid-section pulpit alignfull alignfull getwid-margin-top-none getwid-margin-bottom-none getwid-section-content-full-width\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\" style=\"min-height:100vh\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<div class=\"wp-block-columns alignfull is-layout-flex wp-container-core-columns-is-layout-5c61a2ba wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px\">\n<div class=\"wp-block-column paskek-lewy spis is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:270px\">\n<div class=\"wp-block-columns jazda is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-left has-link-color wp-elements-644444928431a8fba0d3534f7e3383ad\" style=\"margin-left:10px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:600;letter-spacing:-0.01em;line-height:1.2\">Table of Contents<\/p>\n\n\n\n<p class=\"has-link-color wp-elements-5aa9e951677d3d4094a69439ff595a2f\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(0)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section1\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section1\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">What do you need to know about this challenge?<\/a><\/p><\/p>\n\n\n\n<p class=\"has-link-color wp-elements-d42c59f7c60831f3b94c1417e3d9169a\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(1)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section2\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section2\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">What can you do with KanBo to solve this challenge?<\/a><\/p><\/p>\n\n\n\n<p class=\"has-link-color wp-elements-94864c74d36d3c3256525fca382d7bf1\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(2)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section3\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section3\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">What can you expect after solving this challenge?<\/a><\/p><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:850px\">\n<div class=\"wp-block-getwid-section alignfull alignfull getwid-section-content-full-width\" style=\"margin-top:80px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none\" style=\"min-height:100vh;margin-left:40px;margin-right:40px\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background has-background\" style=\"background-color:#fafafa\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<div class=\"wp-block-columns are-vertically-aligned-center has-background is-layout-flex wp-container-core-columns-is-layout-fca156af wp-block-columns-is-layout-flex\" style=\"border-radius:24px;background-color:#e9f4fe;margin-top:0px;margin-bottom:15px;padding-top:40px;padding-right:40px;padding-bottom:40px;padding-left:40px\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<p style=\"margin-top:0px;margin-right:0;margin-bottom:40px;margin-left:0;font-size:clamp(26.465px, 1.654rem + ((1vw - 3.2px) * 1.448), 45px);font-style:normal;font-weight:700;letter-spacing:-2%;line-height:1.1\"><strong>KanBo \u2013 The Pharma-Focused Work Coordination Maestro<\/strong><\/p>\n\n\n\n<p style=\"margin-bottom:40px;font-size:clamp(21.027px, 1.314rem + ((1vw - 3.2px) * 1.014), 34px);font-style:normal;font-weight:700;letter-spacing:-1%;line-height:1.2\"><strong>Experience ultimate task alignment, communication and collaboration<\/strong><\/p>\n\n\n\n<p style=\"margin-bottom:40px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);\">Trusted globally, KanBo, bridges the gap between management and engineering in complex pharmaceutical organizations. Seamless coordination, advanced project planning, and outstanding leadership are made possible through our versatile software. Stride toward your mission-critical goals with superior collaboration and communication.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-1aff515d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size sekcja5-przycisk\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);font-style:normal;font-weight:700;line-height:1.4\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/\" style=\"border-radius:6px;color:#fafafa;background-color:#ed4b9e;padding-top:12px;padding-right:36px;padding-bottom:12px;padding-left:36px\" target=\"_blank\" rel=\"noreferrer noopener\">Go to KanBo Pharmaceutical<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h1 class=\"wp-block-heading\" style=\"margin-top:80px;margin-bottom:80px;font-size:clamp(21.027px, 1.314rem + ((1vw - 3.2px) * 1.014), 34px);font-style:normal;font-weight:700;letter-spacing:-0.04em;line-height:1.1\">KanBo for Machine Learning Engineers in the Pharmaceutical Industry: Bridging the Gap in Collaborative Model Deployment<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section1\" style=\"margin-bottom:40px;font-size:clamp(21.027px, 1.314rem + ((1vw - 3.2px) * 1.014), 34px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">What do you need to know about this challenge?<\/h2>\n\n\n\n<p>In the dynamic field of pharmaceuticals, a Machine Learning Engineer grapples with the challenge of translating complex data models into deployable, production-ready applications that are crucial for advancing commercial and clinical analytics. This process demands meticulous collaboration across interdisciplinary teams to ensure model accuracy, efficacy, and integration within the existing technological ecosystem.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section2\" style=\"margin-bottom:40px;font-size:clamp(21.027px, 1.314rem + ((1vw - 3.2px) * 1.014), 34px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">What can you do with KanBo to solve this challenge?<\/h3>\n\n\n\n<p>KanBo steps in as a technological collaborator that facilitates a robust framework for Machine Learning Engineers to manage their workflows seamlessly:<\/p>\n\n\n\n<p>- Development Workflow Management: Utilize the Kanban view to organize and track the progression of machine learning models from development to deployment, enhancing visibility into each stage of the model's lifecycle.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/visualize-work\/kanban\/kanban-view\/\" class=\"vlp-link\" title=\"Kanban View\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/02\/Kanban-View.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Kanban View<\/div><div class=\"vlp-block-1 vlp-link-summary\">Kanban is a visual method of workflow management. The main idea behind it is to limit work in progress, focus on completing tasks before starting new ones, and continuously improve processes. In KanBo\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Efficient Resource Allocation: Leverage the Gantt Chart view to plan and visualize timeframes, dependencies, and resources, ensuring effective allocation and preventing bottlenecks in model development and testing phases.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/visualize-work\/gantt\/gantt-chart-view\/\" class=\"vlp-link\" title=\"Gantt Chart View\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/03\/Gannt-Chart-View.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Gantt Chart View<\/div><div class=\"vlp-block-1 vlp-link-summary\">A Gantt Chart is an essential tool for organizing and tracking projects effectively. One of the primary benefits of a Gantt Chart is that it provides a clear overview of the project with its simple\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Transparent Model Evolution: Employ the card activity stream to record and communicate updates made to machine learning models, providing team members with insights into incremental changes and decision rationales.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/basics\/cards\/card-activity-stream\/\" class=\"vlp-link\" title=\"Card Activity Stream\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/07\/card-activity-stream-social-image.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Card Activity Stream<\/div><div class=\"vlp-block-1 vlp-link-summary\">The card activity stream is a feature that provides a real-time log of all activities and updates related to a specific card within a KanBo space. It displays a chronological list of actions taken on\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Controlled Access and Document Sharing: Integrate document source to consolidate all model-related documentation in one location, facilitating secure access and seamless collaboration among engineers and data scientists.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/basics\/docs\/document-sources\/\" class=\"vlp-link\" title=\"Document Sources\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/02\/documents-social-image.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Document Sources<\/div><div class=\"vlp-block-1 vlp-link-summary\">The document source feature allows users to easily associate and organize documents within KanBo. With this feature, users can link documents from various sources, such as SharePoint\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Real-time Communication: Use notifications to keep the team informed about model updates, new data inputs, and deployment stages, maintaining continued engagement without information overload.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/basics\/navigation\/notifications\/\" class=\"vlp-link\" title=\"Notifications\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/03\/notifications-social-image.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Notifications<\/div><div class=\"vlp-block-1 vlp-link-summary\">Notifications are sound and visual alerts that users receive when something important happens. They are updates that inform users of changes related to the cards and spaces they are following.<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Monitoring and Adjusting Workloads: Apply the Table view to gain an overview of the team's tasks, assess workloads, and adjust assignments to maintain an efficient workflow and prevent delays in the project timeline.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/visualize-work\/table-view\/table-view\/\" class=\"vlp-link\" title=\"Table View\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/02\/table-view-social-image.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Table View<\/div><div class=\"vlp-block-1 vlp-link-summary\">A table view is a structured way of presenting information in rows and columns. Tables are useful for organizing and displaying large amounts of data. They can help to make complex information more\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Project Milestones and Task Dependencies: Employ card relations to define and manage the complex interdependencies that exist between different tasks within the machine learning model development process.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/level-up-your-work\/card-relations\/card-relations\/\" class=\"vlp-link\" title=\"Card Relations\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/03\/Card-Relations.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Card Relations<\/div><div class=\"vlp-block-1 vlp-link-summary\">In case your project is complex, you might not be aware what are the dependencies between various cards in your space. Set a logical relation for every card and gain a new view of the dependencies\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"section3\" style=\"margin-bottom:40px;font-size:clamp(21.027px, 1.314rem + ((1vw - 3.2px) * 1.014), 34px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">What can you expect after solving this challenge?<\/h3>\n\n\n\n<p>By implementing KanBo as a business solution to this collaborative challenge, long-term benefits unfold as streamlined workflows, elevated model deployment success rates, and enhanced cross-functional team coordination. Expect a significant reduction in time-to-market for machine learning models with increased reliability and performance that meets business objectives. Looking forward, KanBo's scalability and flexibility will continue to support future advancements in machine learning operations, providing an evolving platform that adapts to the ever-changing demands of the pharmaceutical industry and beyond, thereby solidifying its position as an essential tool for every Machine Learning Engineer.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"360\" src=\"https:\/\/kanboapp.com\/wp-content\/uploads\/2023\/11\/KanBo-Use-Cases-Pharma-Banner-Desktop.png\" alt=\"\" class=\"wp-image-7272\"\/><\/a><\/figure>\n\n\n\n<div style=\"height:120px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div><\/div><\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column paskek-prawy is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:270px\">\n<div class=\"wp-block-columns jazda is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-left:16px\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-getwid-section tablet alignfull alignfull getwid-margin-top-none getwid-margin-bottom-none getwid-section-content-full-width\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none getwid-margin-left-none getwid-margin-right-none\" style=\"min-height:100vh\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<div class=\"wp-block-columns alignfull is-layout-flex wp-container-core-columns-is-layout-5c61a2ba wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px\">\n<div class=\"wp-block-column paskek-lewy spis is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:270px\">\n<div class=\"wp-block-columns jazda is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-left has-link-color wp-elements-644444928431a8fba0d3534f7e3383ad\" style=\"margin-left:10px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:600;letter-spacing:-0.01em;line-height:1.2\">Table of Contents<\/p>\n\n\n\n<p class=\"has-link-color wp-elements-4f3ca28cfec8e0415b604c7cfcaaad26\"><p class=\"menu-lewe-tab has-link-color\" onclick=\"lewemenu_tab(0)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section1tab\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section1tab\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">What do you need to know about this challenge?<\/a><\/p><\/p>\n\n\n\n<p class=\"has-link-color wp-elements-58d7110db50b1c01e7cbc5524a28cd1f\"><p class=\"menu-lewe-tab has-link-color\" onclick=\"lewemenu_tab(1)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section2tab\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section2tab\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">What can you do with KanBo to solve this challenge?<\/a><\/p><\/p>\n\n\n\n<p class=\"has-link-color wp-elements-3e3cc870c27c593dd4ef3c5f5492873d\"><p class=\"menu-lewe-tab has-link-color\" onclick=\"lewemenu_tab(2)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section3tab\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-for-machine-learning-engineers-in-the-pharmaceutical-industry\/#section3tab\"  style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);font-style:normal;font-weight:600;line-height:1.2;color:#0c3658\">What can you expect after solving this challenge?<\/a><\/p><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:650px\">\n<div class=\"wp-block-getwid-section alignfull alignfull getwid-section-content-full-width\" style=\"margin-top:80px\"><div class=\"wp-block-getwid-section__wrapper getwid-padding-top-none getwid-padding-bottom-none getwid-padding-left-none getwid-padding-right-none\" style=\"min-height:100vh;margin-left:40px;margin-right:40px\"><div class=\"wp-block-getwid-section__inner-wrapper\"><div class=\"wp-block-getwid-section__background-holder\"><div class=\"wp-block-getwid-section__background has-background\" style=\"background-color:#fafafa\"><\/div><div class=\"wp-block-getwid-section__foreground\"><\/div><\/div><div class=\"wp-block-getwid-section__content\"><div class=\"wp-block-getwid-section__inner-content\">\n<div class=\"wp-block-columns are-vertically-aligned-center has-background is-layout-flex wp-container-core-columns-is-layout-fca156af wp-block-columns-is-layout-flex\" style=\"border-radius:24px;background-color:#e9f4fe;margin-top:0px;margin-bottom:15px;padding-top:40px;padding-right:40px;padding-bottom:40px;padding-left:40px\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<p style=\"margin-top:0px;margin-right:0;margin-bottom:40px;margin-left:0;font-size:clamp(21.027px, 1.314rem + ((1vw - 3.2px) * 1.014), 34px);font-style:normal;font-weight:700;letter-spacing:-2%;line-height:1.1\"><strong>KanBo \u2013 The Pharma-Focused Work Coordination Maestro<\/strong><\/p>\n\n\n\n<p style=\"margin-bottom:40px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:700;letter-spacing:-1%;line-height:1.2\"><strong>Experience ultimate task alignment, communication and collaboration<\/strong><\/p>\n\n\n\n<p style=\"margin-bottom:40px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">Trusted globally, KanBo, bridges the gap between management and engineering in complex pharmaceutical organizations. Seamless coordination, advanced project planning, and outstanding leadership are made possible through our versatile software. Stride toward your mission-critical goals with superior collaboration and communication.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-1aff515d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size sekcja5-przycisk\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);font-style:normal;font-weight:700;line-height:1.4\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/\" style=\"border-radius:6px;color:#fafafa;background-color:#ed4b9e;padding-top:12px;padding-right:36px;padding-bottom:12px;padding-left:36px\" target=\"_blank\" rel=\"noreferrer noopener\">Go to KanBo Pharmaceutical<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p style=\"margin-top:80px;margin-bottom:80px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:700;letter-spacing:-0.04em;line-height:1.1\">KanBo for Machine Learning Engineers in the Pharmaceutical Industry: Bridging the Gap in Collaborative Model Deployment<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section1tab\" style=\"margin-bottom:40px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">What do you need to know about this challenge?<\/h3>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">In the dynamic field of pharmaceuticals, a Machine Learning Engineer grapples with the challenge of translating complex data models into deployable, production-ready applications that are crucial for advancing commercial and clinical analytics. This process demands meticulous collaboration across interdisciplinary teams to ensure model accuracy, efficacy, and integration within the existing technological ecosystem.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section2tab\" style=\"margin-bottom:40px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">What can you do with KanBo to solve this challenge?<\/h3>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">KanBo steps in as a technological collaborator that facilitates a robust framework for Machine Learning Engineers to manage their workflows seamlessly:<\/p>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">- Development Workflow Management: Utilize the Kanban view to organize and track the progression of machine learning models from development to deployment, enhancing visibility into each stage of the model's lifecycle.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/visualize-work\/kanban\/kanban-view\/\" class=\"vlp-link\" title=\"Kanban View\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/02\/Kanban-View.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Kanban View<\/div><div class=\"vlp-block-1 vlp-link-summary\">Kanban is a visual method of workflow management. The main idea behind it is to limit work in progress, focus on completing tasks before starting new ones, and continuously improve processes. In KanBo\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">- Efficient Resource Allocation: Leverage the Gantt Chart view to plan and visualize timeframes, dependencies, and resources, ensuring effective allocation and preventing bottlenecks in model development and testing phases.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/visualize-work\/gantt\/gantt-chart-view\/\" class=\"vlp-link\" title=\"Gantt Chart View\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/03\/Gannt-Chart-View.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Gantt Chart View<\/div><div class=\"vlp-block-1 vlp-link-summary\">A Gantt Chart is an essential tool for organizing and tracking projects effectively. One of the primary benefits of a Gantt Chart is that it provides a clear overview of the project with its simple\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">- Transparent Model Evolution: Employ the card activity stream to record and communicate updates made to machine learning models, providing team members with insights into incremental changes and decision rationales.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/basics\/cards\/card-activity-stream\/\" class=\"vlp-link\" title=\"Card Activity Stream\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/07\/card-activity-stream-social-image.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Card Activity Stream<\/div><div class=\"vlp-block-1 vlp-link-summary\">The card activity stream is a feature that provides a real-time log of all activities and updates related to a specific card within a KanBo space. It displays a chronological list of actions taken on\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">- Controlled Access and Document Sharing: Integrate document source to consolidate all model-related documentation in one location, facilitating secure access and seamless collaboration among engineers and data scientists.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/basics\/docs\/document-sources\/\" class=\"vlp-link\" title=\"Document Sources\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/02\/documents-social-image.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Document Sources<\/div><div class=\"vlp-block-1 vlp-link-summary\">The document source feature allows users to easily associate and organize documents within KanBo. With this feature, users can link documents from various sources, such as SharePoint\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">- Real-time Communication: Use notifications to keep the team informed about model updates, new data inputs, and deployment stages, maintaining continued engagement without information overload.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/basics\/navigation\/notifications\/\" class=\"vlp-link\" title=\"Notifications\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/03\/notifications-social-image.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Notifications<\/div><div class=\"vlp-block-1 vlp-link-summary\">Notifications are sound and visual alerts that users receive when something important happens. They are updates that inform users of changes related to the cards and spaces they are following.<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">- Monitoring and Adjusting Workloads: Apply the Table view to gain an overview of the team's tasks, assess workloads, and adjust assignments to maintain an efficient workflow and prevent delays in the project timeline.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/visualize-work\/table-view\/table-view\/\" class=\"vlp-link\" title=\"Table View\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/02\/table-view-social-image.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Table View<\/div><div class=\"vlp-block-1 vlp-link-summary\">A table view is a structured way of presenting information in rows and columns. Tables are useful for organizing and displaying large amounts of data. They can help to make complex information more\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">- Project Milestones and Task Dependencies: Employ card relations to define and manage the complex interdependencies that exist between different tasks within the machine learning model development process.<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-blogs wp-block-visual-link-preview-link\"><a href=\"https:\/\/help.kanboapp.com\/en\/hc\/level-up-your-work\/card-relations\/card-relations\/\" class=\"vlp-link\" title=\"Card Relations\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-3 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/help.kanboapp.com\/wp-content\/uploads\/2023\/03\/Card-Relations.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Card Relations<\/div><div class=\"vlp-block-1 vlp-link-summary\">In case your project is complex, you might not be aware what are the dependencies between various cards in your space. Set a logical relation for every card and gain a new view of the dependencies\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"section3tab\" style=\"margin-bottom:40px;font-size:clamp(16.293px, 1.018rem + ((1vw - 3.2px) * 0.68), 25px);font-style:normal;font-weight:700;letter-spacing:-0.02em;line-height:1.2\">What can you expect after solving this challenge?<\/h3>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">By implementing KanBo as a business solution to this collaborative challenge, long-term benefits unfold as streamlined workflows, elevated model deployment success rates, and enhanced cross-functional team coordination. Expect a significant reduction in time-to-market for machine learning models with increased reliability and performance that meets business objectives. Looking forward, KanBo's scalability and flexibility will continue to support future advancements in machine learning operations, providing an evolving platform that adapts to the ever-changing demands of the pharmaceutical industry and beyond, thereby solidifying its position as an essential tool for every Machine Learning Engineer.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"500\" src=\"https:\/\/kanboapp.com\/wp-content\/uploads\/2023\/11\/KanBo-Use-Cases-Pharma-Banner-Mobile.png\" alt=\"\" class=\"wp-image-7274\"\/><\/a><\/figure>\n\n\n\n<div style=\"height:80px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div><\/div><\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column paskek-prawy is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:270px\">\n<div class=\"wp-block-columns jazda is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-left:16px\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"parent":7214,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-8970","page","type-page","status-publish","hentry"],"blocksy_meta":{"has_hero_section":"disabled"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - 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