{"id":6687,"date":"2023-10-16T15:04:25","date_gmt":"2023-10-16T15:04:25","guid":{"rendered":"https:\/\/kanboapp.com\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/"},"modified":"2024-04-23T16:08:46","modified_gmt":"2024-04-23T16:08:46","slug":"kanbo-for-guiding-machine-learning-architectural-design-decisions","status":"publish","type":"page","link":"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/","title":{"rendered":"KanBo for Guiding Machine Learning Architectural Design Decisions"},"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) { 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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-e9fcb1185428b1e7bf50247a18c62969\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(0)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#section1\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#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\">Understanding the Challenge: <\/a><\/p><\/p>\n\n\n\n<p class=\"has-link-color wp-elements-80b324ea6fdb179dd281ef48588ac358\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(1)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#section2\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#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\">How KanBo Can Help: <\/a><\/p><\/p>\n\n\n\n<p class=\"has-link-color wp-elements-4268f4384489ca51c4eb4bc21d9c0a6e\"><p class=\"menu-lewe has-link-color\" onclick=\"lewemenu(2)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#section3\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#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\">Expectations After Resolving the 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\">Work coordination platform<\/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\">Designed for the automotive industry<\/p>\n\n\n\n<p style=\"margin-bottom:40px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.391), 19px);\">As a leader in innovation, you understand the importance of staying ahead of the curve in the fast-moving automotive 4.0 world. KanBo provides you with the tools to do just that by facilitating smart factory operations, streamlining project management, fostering collaboration and solving complex problems.<\/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\/industries\/automotive\/\" style=\"border-radius:6px;color:#fafafa;background-color:#ed4b9e;padding-top:12px;padding-right:36px;padding-bottom:12px;padding-left:36px\">Go to KanBo Automotive<\/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 Guiding Machine Learning Architectural Design Decisions <\/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\">Understanding the Challenge: <\/h2>\n\n\n\n<p>The challenge lies in the role of a Principal Data Scientist who is tasked with not only guiding machine learning architectural design decisions but also developing and reviewing model and application code. They also need to ensure high availability and performance of machine learning applications. This key responsibility is crucial in transforming the relationship between the company's data and analytics department and business functions, making the transition from being a provider of technology services to becoming an innovative business partner.<\/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\">How KanBo Can Help: <\/h3>\n\n\n\n<p>KanBo, a comprehensive project management and collaboration tool offers the following features to address this challenge:<\/p>\n\n\n\n<p>- Card: Develop and assign separate cards for different aspects of the machine learning architectural design process. This organizational step can streamline the implementation of the project.<\/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>- Space: Create various spaces for each stage of the architectural design and coding process. This way, each specific area has its designated platform for collaboration and management.<\/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\/spaces\/spaces\/\" class=\"vlp-link\" title=\"Spaces\" 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.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Spaces<\/div><div class=\"vlp-block-1 vlp-link-summary\">Spaces and cards are the basic units of KanBo. With its user-friendly interface and intuitive tools, they provide a flexible solution that can meet the needs of even the largest organizations.<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- Activity Stream: Keep track of the chronological progress on various tasks, allowing for real-time logs of changes made in the architectural design, code development, and application performance.<\/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>- Document Source: Attach relevant documents such as codes, designs, and reports directly to the card to keep all required resources readily accessible.<\/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>- Timeline: Use timeline feature to prioritize tasks, and set deadlines for each stage of the design, development, and implementation 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\/visualize-work\/kanban\/timeline\/\" class=\"vlp-link\" title=\"Timeline\" 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-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\">Timeline<\/div><div class=\"vlp-block-1 vlp-link-summary\">Timeline is an additional Kanban view option. It is a type of horizontal calendar with dates marked as dots. Today\u2019s date is marked with a blue circle. Cards can have different dates assigned to them\u2026<\/div><div class=\"vlp-block-2 vlp-link-button\">Read More<\/div><\/div><\/div>\n\n\n<p>- KanBo Search: Efficiently locate information, progress updates, designs, and codes using the comprehensive search feature.<\/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\/search\/kanbo-search\/\" class=\"vlp-link\" title=\"KanBo Search\" 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\/search-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\">KanBo Search<\/div><div class=\"vlp-block-1 vlp-link-summary\">KanBo includes a search tool that allows you to quickly find information and content within the platform. It allows you to search for specific keywords or phrases. You can also use advanced search\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\">Expectations After Resolving the Challenge: <\/h3>\n\n\n\n<p>Leveraging KanBo will drive efficient management and collaboration in the complex process of guiding machine learning architectural design decisions, reviewing model, and application code. In the long term, the ease of task management this provides will lead to more accurate implementation of design decisions, better performance of machine learning applications, and overall improved productivity. Future enhancements may include integrating KanBo with other specialized software for managing architectural design and code development tasks effectively, revolutionizing the way data and analytics departments function as business partners.<\/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\/automotive\/use-cases\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"360\" src=\"https:\/\/kanboapp.com\/wp-content\/uploads\/2023\/10\/Use-Cases-Banner.png\" alt=\"\" class=\"wp-image-6569\"\/><\/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-f8c7a50b6dae53f999172d5c12959f12\"><p class=\"menu-lewe-tab has-link-color\" onclick=\"lewemenu_tab(0)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#section1tab\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#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\">Understanding the Challenge: <\/a><\/p><\/p>\n\n\n\n<p class=\"has-link-color wp-elements-edaeb41277b35759f0d5db6b7df6aea5\"><p class=\"menu-lewe-tab has-link-color\" onclick=\"lewemenu_tab(1)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#section2tab\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#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\">How KanBo Can Help: <\/a><\/p><\/p>\n\n\n\n<p class=\"has-link-color wp-elements-9c768850d6c6a6d98a74217961962a23\"><p class=\"menu-lewe-tab has-link-color\" onclick=\"lewemenu_tab(2)\"><a href=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#section3tab\" data-type=\"URL\" data-id=\"https:\/\/kanboapp.com\/en\/industries\/automotive\/use-cases\/kanbo-for-guiding-machine-learning-architectural-design-decisions\/#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\">Expectations After Resolving the 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\">Work coordination platform<\/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\">Designed for the automotive industry<\/p>\n\n\n\n<p style=\"margin-bottom:40px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">As a leader in innovation, you understand the importance of staying ahead of the curve in the fast-moving automotive 4.0 world. KanBo provides you with the tools to do just that by facilitating smart factory operations, streamlining project management, fostering collaboration and solving complex problems.<\/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\/industries\/automotive\/\" style=\"border-radius:6px;color:#fafafa;background-color:#ed4b9e;padding-top:12px;padding-right:36px;padding-bottom:12px;padding-left:36px\">Go to KanBo Automotive<\/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 Guiding Machine Learning Architectural Design Decisions <\/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\">Understanding the Challenge: <\/h3>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">The challenge lies in the role of a Principal Data Scientist who is tasked with not only guiding machine learning architectural design decisions but also developing and reviewing model and application code. They also need to ensure high availability and performance of machine learning applications. This key responsibility is crucial in transforming the relationship between the company's data and analytics department and business functions, making the transition from being a provider of technology services to becoming an innovative business partner.<\/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\">How KanBo Can Help: <\/h3>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">KanBo, a comprehensive project management and collaboration tool offers the following features to address this challenge:<\/p>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">- Card: Develop and assign separate cards for different aspects of the machine learning architectural design process. This organizational step can streamline the implementation of the project.<\/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);\">- Space: Create various spaces for each stage of the architectural design and coding process. This way, each specific area has its designated platform for collaboration and management.<\/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\/spaces\/spaces\/\" class=\"vlp-link\" title=\"Spaces\" 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.png\" style=\"max-width: 560px; max-height: 560px\" \/><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">Spaces<\/div><div class=\"vlp-block-1 vlp-link-summary\">Spaces and cards are the basic units of KanBo. With its user-friendly interface and intuitive tools, they provide a flexible solution that can meet the needs of even the largest organizations.<\/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);\">- Activity Stream: Keep track of the chronological progress on various tasks, allowing for real-time logs of changes made in the architectural design, code development, and application performance.<\/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);\">- Document Source: Attach relevant documents such as codes, designs, and reports directly to the card to keep all required resources readily accessible.<\/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);\">- Timeline: Use timeline feature to prioritize tasks, and set deadlines for each stage of the design, development, and implementation 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\/visualize-work\/kanban\/timeline\/\" class=\"vlp-link\" title=\"Timeline\" 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-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\">Timeline<\/div><div class=\"vlp-block-1 vlp-link-summary\">Timeline is an additional Kanban view option. It is a type of horizontal calendar with dates marked as dots. Today\u2019s date is marked with a blue circle. Cards can have different dates assigned to them\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);\">- KanBo Search: Efficiently locate information, progress updates, designs, and codes using the comprehensive search feature.<\/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\/search\/kanbo-search\/\" class=\"vlp-link\" title=\"KanBo Search\" 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\/search-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\">KanBo Search<\/div><div class=\"vlp-block-1 vlp-link-summary\">KanBo includes a search tool that allows you to quickly find information and content within the platform. It allows you to search for specific keywords or phrases. You can also use advanced search\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\">Expectations After Resolving the Challenge: <\/h3>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">Leveraging KanBo will drive efficient management and collaboration in the complex process of guiding machine learning architectural design decisions, reviewing model, and application code. In the long term, the ease of task management this provides will lead to more accurate implementation of design decisions, better performance of machine learning applications, and overall improved productivity. Future enhancements may include integrating KanBo with other specialized software for managing architectural design and code development tasks effectively, revolutionizing the way data and analytics departments function as business partners.<\/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\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"500\" src=\"https:\/\/kanboapp.com\/wp-content\/uploads\/2023\/10\/KanBo-Use-Cases-Banner-Mobile.png\" alt=\"\" class=\"wp-image-6581\"\/><\/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":6408,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-6687","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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