{"id":9410,"date":"2023-11-23T15:12:45","date_gmt":"2023-11-23T15:12:45","guid":{"rendered":"https:\/\/kanboapp.com\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/"},"modified":"2024-04-25T16:00:08","modified_gmt":"2024-04-25T16:00:08","slug":"kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge","status":"publish","type":"page","link":"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/","title":{"rendered":"KanBo Data Science Industrialization, Machine Learning Engineering Manager Challenge"},"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-27ee09496b67627d285ce5a0c66bdf9a\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(0)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#section1\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#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-27ac5eb33d93896b120a59e7c2f0783f\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(1)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#section2\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#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-24e50ca821bf6c252a163668c2898321\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(2)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#section3\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#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 Data Science Industrialization, Machine Learning Engineering Manager Challenge: Streamlining Collaborative Data Science Pipelines<\/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 realm of data science industrialization, the Data Science Industrialization, Machine Learning Engineering Manager faces the complex task of bringing together diverse data sets and analytical models across various departments. This challenge requires managing the integration of machine learning workflows into business infrastructure, ensuring scalable and automated processes that are robust and effective.<\/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 features several functionalities that can address the hurdles faced by managers in creating collaborative data science pipelines:<\/p>\n\n\n\n<p>- Pipeline Structuring: Use KanBo card to represent each step of the data science pipeline, encompassing tasks such as data preprocessing, modeling, evaluation, and deployment.<\/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\/cards\/\" class=\"vlp-link\" title=\"Cards\" 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\/Card.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Cards<\/div><div class=\"vlp-block-1 vlp-link-summary\">Cards are the most fundamental units of KanBo. Use them as a representation of tasks or any other items that need to be tracked and managed. Cards are collected in spaces that may represent projects\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Workflow Automation: Take advantage of KanBo Gantt Chart view to plan and visualize the stages of pipeline development and track the progress of each card against a 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\/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>- Real-time Collaboration: Utilize the KanBo activity stream to keep everyone informed and engaged with each update on a machine learning workflow, providing transparency across the project 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\/collaborate\/activity-stream\/\" class=\"vlp-link\" title=\"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\/03\/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\">Activity Stream<\/div><div class=\"vlp-block-1 vlp-link-summary\">Activity stream is a feature that can be compared to a journal. It is a list of activities with information about the time when they happened. Use it to read about all actions that take place on a\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Code and Model Repository Integration: Incorporate document sources into your cards to organize and reference scripts, Jupyter notebooks, as well as trained models for easy access within your data science team.<\/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>- Continuous Monitoring: Apply card activity stream to each machine learning card for detailed tracking of modifications and contributions, creating a log for auditing and review purposes.<\/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>- Scalable Execution Tracking: Use the KanBo filter cards feature to sift through pipeline components based on various criteria such as model performance metrics or data quality indicators.<\/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\/general-concept\/filtering-cards\/\" class=\"vlp-link\" title=\"Filtering Cards\" 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\/space-cards-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\">Filtering Cards<\/div><div class=\"vlp-block-1 vlp-link-summary\">Card filtering is a feature in KanBo that allows space users to sort and find specific cards in a space. There are several filtering options to choose from. It is useful when dealing with large spaces\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Efficient Resource Allocation: Organize your team's capabilities and pipeline components using KanBo grouping, enabling the clear assignment and management of responsibilities.<\/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\/general-concept\/card-grouping\/\" class=\"vlp-link\" title=\"Card Grouping\" 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\/space-cards-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 Grouping<\/div><div class=\"vlp-block-1 vlp-link-summary\">Card grouping is a way of collecting cards. This feature allows you to categorize cards based on different criteria, which helps you organize and manage tasks more efficiently. The way of card\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 effectively leveraging KanBo features to tackle the collaboration challenge within the industrialization of data science, you will achieve an organized and transparent workflow conducive to innovation and efficiency. Expect improved coordination among team members, leading to a proactive response to data pipeline issues and needs. Enhanced traceability in terms of contributions and pipeline evolution will result in higher code quality and reproducibility. Over time, leveraging these solutions will establish a solid foundation for deploying robust machine learning models faster and more reliably, ensuring these solutions remain scalable and flexible to adapt to future demands and technological shifts in data science industrialization.<\/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-ac03f3b49bd47b633eb63e2138d796b6\"><p class=\"menu-lewe-tab has-link-color\" onclick=\"lewemenu_tab(0)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#section1tab\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#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-88f669258473829e46a98082fe2eafcd\"><p class=\"menu-lewe-tab has-link-color\" onclick=\"lewemenu_tab(1)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#section2tab\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#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-818e328ca078d67d785901567c12640c\"><p class=\"menu-lewe-tab has-link-color\" onclick=\"lewemenu_tab(2)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#section3tab\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/pharmaceutical\/use-cases\/kanbo-data-science-industrialization-machine-learning-engineering-manager-challenge\/#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 Data Science Industrialization, Machine Learning Engineering Manager Challenge: Streamlining Collaborative Data Science Pipelines<\/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 realm of data science industrialization, the Data Science Industrialization, Machine Learning Engineering Manager faces the complex task of bringing together diverse data sets and analytical models across various departments. This challenge requires managing the integration of machine learning workflows into business infrastructure, ensuring scalable and automated processes that are robust and effective.<\/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 features several functionalities that can address the hurdles faced by managers in creating collaborative data science pipelines:<\/p>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">- Pipeline Structuring: Use KanBo card to represent each step of the data science pipeline, encompassing tasks such as data preprocessing, modeling, evaluation, and deployment.<\/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\/cards\/\" class=\"vlp-link\" title=\"Cards\" 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\/Card.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Cards<\/div><div class=\"vlp-block-1 vlp-link-summary\">Cards are the most fundamental units of KanBo. Use them as a representation of tasks or any other items that need to be tracked and managed. Cards are collected in spaces that may represent projects\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);\">- Workflow Automation: Take advantage of KanBo Gantt Chart view to plan and visualize the stages of pipeline development and track the progress of each card against a 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\/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);\">- Real-time Collaboration: Utilize the KanBo activity stream to keep everyone informed and engaged with each update on a machine learning workflow, providing transparency across the project 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\/collaborate\/activity-stream\/\" class=\"vlp-link\" title=\"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\/03\/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\">Activity Stream<\/div><div class=\"vlp-block-1 vlp-link-summary\">Activity stream is a feature that can be compared to a journal. It is a list of activities with information about the time when they happened. Use it to read about all actions that take place on a\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);\">- Code and Model Repository Integration: Incorporate document sources into your cards to organize and reference scripts, Jupyter notebooks, as well as trained models for easy access within your data science team.<\/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);\">- Continuous Monitoring: Apply card activity stream to each machine learning card for detailed tracking of modifications and contributions, creating a log for auditing and review purposes.<\/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);\">- Scalable Execution Tracking: Use the KanBo filter cards feature to sift through pipeline components based on various criteria such as model performance metrics or data quality indicators.<\/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\/general-concept\/filtering-cards\/\" class=\"vlp-link\" title=\"Filtering Cards\" 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\/space-cards-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\">Filtering Cards<\/div><div class=\"vlp-block-1 vlp-link-summary\">Card filtering is a feature in KanBo that allows space users to sort and find specific cards in a space. There are several filtering options to choose from. It is useful when dealing with large spaces\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: Organize your team's capabilities and pipeline components using KanBo grouping, enabling the clear assignment and management of responsibilities.<\/p>\n\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 effectively leveraging KanBo features to tackle the collaboration challenge within the industrialization of data science, you will achieve an organized and transparent workflow conducive to innovation and efficiency. Expect improved coordination among team members, leading to a proactive response to data pipeline issues and needs. Enhanced traceability in terms of contributions and pipeline evolution will result in higher code quality and reproducibility. Over time, leveraging these solutions will establish a solid foundation for deploying robust machine learning models faster and more reliably, ensuring these solutions remain scalable and flexible to adapt to future demands and technological shifts in data science industrialization.<\/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-9410","page","type-page","status-publish","hentry"],"blocksy_meta":{"has_hero_section":"disabled"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - 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