{"id":36237,"date":"2024-12-16T10:49:25","date_gmt":"2024-12-16T09:49:25","guid":{"rendered":"https:\/\/www.dbi-services.com\/blog\/?p=36237"},"modified":"2024-12-16T10:49:28","modified_gmt":"2024-12-16T09:49:28","slug":"microsoft-foundry-in-action-building-smarter-ai-solutions-with-your-data","status":"publish","type":"post","link":"https:\/\/www.dbi-services.com\/blog\/microsoft-foundry-in-action-building-smarter-ai-solutions-with-your-data\/","title":{"rendered":"Microsoft Foundry in Action: Building Smarter AI Solutions with Your Data"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\" id=\"h-1-nbsp-nbsp-nbsp-nbsp-nbsp-nbsp-nbsp-introduction\">1&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Introduction<\/h1>\n\n\n\n<p>At the 2024 edition of Microsoft Ignite, two key themes dominated the stage: <strong>Artificial Intelligence (AI)<\/strong> and <strong>Security<\/strong>. These pillars reflect the current and future technological landscape. Staying true to its innovative legacy, Microsoft unveiled <strong>Microsoft Foundry<\/strong>, a unified platform designed to simplify the design, customization, and management of AI solutions.<\/p>\n\n\n\n<p>In this article, I&#8217;ll share my hands-on experience testing this innovative platform through an intelligent application built with my own data.<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"h-2-nbsp-nbsp-nbsp-nbsp-nbsp-nbsp-nbsp-context\">2&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Context<\/h1>\n\n\n\n<p>The integration of AI in our daily operational is no longer a possibility, but it is a present reality. However, many misconceptions still surround AI, leading to hesitancy or misuse. Here\u2019s a reality check:<\/p>\n\n\n\n<p><strong>Misconceptions about AI:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI will replace human jobs.<\/li>\n\n\n\n<li>AI freely uses your data to train models.<\/li>\n\n\n\n<li>AI is only for large corporations.<\/li>\n\n\n\n<li>AI is too complex for average users<\/li>\n\n\n\n<li>AI is only useful in tech industries<\/li>\n<\/ul>\n\n\n\n<p><strong>The Reality:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI handles repetitive tasks, freeing up humans for creative work.<\/li>\n\n\n\n<li>Provides a creative starting point (overcoming &#8220;blank page&#8221; anxiety)<\/li>\n\n\n\n<li>Reduces human error in routine tasks<\/li>\n\n\n\n<li>Enables 24\/7 operational capabilities<\/li>\n\n\n\n<li>Facilitates predictive maintenance<\/li>\n\n\n\n<li>Your data remains secure and isn\u2019t used to train underlying foundation models without consent.<\/li>\n<\/ul>\n\n\n\n<p>Recognizing the importance of ethics and safety in AI, Microsoft integrates <strong>Responsible AI<\/strong>, <strong>Microsoft Purview for data governance<\/strong>, and <strong>content safety protocols<\/strong> into its solutions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Responsible AI:<\/strong> Microsoft emphasizes fairness, reliability and safety, privacy and security, inclusiveness, transparency, and accountability.<\/li>\n\n\n\n<li><strong>Microsoft Purview:<\/strong> A comprehensive tool to enforce governance policies that dictate what AI can return to end users.<\/li>\n\n\n\n<li><strong>Content Safety:<\/strong> Prevents harmful outputs by monitoring and filtering responses.<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"h-3-nbsp-nbsp-nbsp-nbsp-nbsp-nbsp-nbsp-intelligent-application-development\">3&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Intelligent Application Development<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-1-nbsp-nbsp-nbsp-nbsp-nbsp-use-case\">3.1&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Use Case<\/h3>\n\n\n\n<p>For this demonstration, I built an interactive AI solution based on my own data, showcasing Microsoft Foundry\u2019s capabilities.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-2-nbsp-nbsp-nbsp-nbsp-nbsp-overview-of-microsoft-foundry\">3.2&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Overview of Microsoft Foundry<\/h3>\n\n\n\n<p>Microsoft Foundry is a comprehensive platform for developing and deploying generative AI apps responsibly. As stated by Microsoft <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/ai-studio\/what-is-ai-studio\">here<\/a>, Microsoft is designed for developers to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Build generative AI applications on an enterprise-grade platform.<\/li>\n\n\n\n<li>Explore, build, test, and deploy using cutting-edge AI tools and ML models, grounded in responsible AI practices.<\/li>\n\n\n\n<li>Collaborate with a team for the full life-cycle of application development.<\/li>\n<\/ul>\n\n\n\n<p>Microsoft Foundry is incredibly accessible:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free to explore<\/li>\n\n\n\n<li>No sign-in required for basic features<\/li>\n\n\n\n<li>Full functionality with an Azure account<\/li>\n\n\n\n<li>Access via <a href=\"https:\/\/int.ai.azure.com\/\">https:\/\/int.ai.azure.com\/<\/a><\/li>\n<\/ul>\n\n\n\n<p>Its main entry point is as per below picture:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"608\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-50.png\" alt=\"\" class=\"wp-image-36241\" style=\"width:802px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-50.png 940w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-50-300x194.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-50-768x497.png 768w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><\/figure>\n\n\n\n<p>Clicking on <strong>Explore models<\/strong> open the model catalog. At the time of writing, the platform boasted an impressive 1,812 models &#8211; a number constantly expanding. This vast library means there&#8217;s likely a model for almost any use case.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"650\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-51.png\" alt=\"\" class=\"wp-image-36242\" style=\"width:806px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-51.png 940w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-51-300x207.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-51-768x531.png 768w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-3-nbsp-nbsp-nbsp-nbsp-nbsp-prerequisites\">3.3&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Prerequisites<\/h3>\n\n\n\n<p>Before diving into application development, the following resources were set up:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Resource Group (rg-foundrytest)<\/strong>: Contains all resources for efficient management and deletion to avoid costs.<\/li>\n\n\n\n<li><strong>AI Search (aisearch-foundry)<\/strong>: Enables intelligent search capabilities.<\/li>\n\n\n\n<li><strong>Azure OpenAI (openai-foundry)<\/strong>: Provides foundational AI services.<\/li>\n\n\n\n<li><strong>Custom Data<\/strong>: For this demo, I uploaded the file <a href=\"https:\/\/github.com\/Azure-Samples\/cognitive-services-sample-data-files\/blob\/master\/qna-maker\/data-source-formats\/Multiturn-ContosoBenefits.pdf\">Multiturn-ContosoBenefits.pdf<\/a>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-4-nbsp-nbsp-nbsp-nbsp-nbsp-step-by-step-implementation\">3.4&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Step-by-Step Implementation<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-4-1-nbsp-nbsp-nbsp-project-creation\">3.4.1&nbsp;&nbsp;&nbsp; Project Creation<\/h4>\n\n\n\n<p>Project is where you do most of your development work. Projects are easy-to-manage containers for your work\u2014and the key to collaboration, organization, and connecting data and other services<\/p>\n\n\n\n<p>From the Foundry portal, click <strong>Create Project<\/strong> and proceed with default settings.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"847\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-52.png\" alt=\"\" class=\"wp-image-36245\" style=\"width:656px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-52.png 940w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-52-300x270.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-52-768x692.png 768w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"608\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-53.png\" alt=\"\" class=\"wp-image-36246\" style=\"width:655px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-53.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-53-300x193.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-53-768x495.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<p>Hub is a collaborative environment where Team members can share the projects<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"629\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-54.png\" alt=\"\" class=\"wp-image-36247\" style=\"width:661px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-54.png 940w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-54-300x201.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-54-768x514.png 768w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"629\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-55.png\" alt=\"\" class=\"wp-image-36248\" style=\"width:661px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-55.png 940w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-55-300x201.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-55-768x514.png 768w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><\/figure>\n\n\n\n<p>Project is created<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"521\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-56.png\" alt=\"\" class=\"wp-image-36249\" style=\"width:785px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-56.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-56-300x166.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-56-768x424.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<p>After setting up the project, necessary resources were verified in the Azure portal.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"452\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-57.png\" alt=\"\" class=\"wp-image-36250\" style=\"width:792px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-57.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-57-300x144.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-57-768x368.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-4-2-nbsp-nbsp-nbsp-adding-own-data-to-the-project\">3.4.2&nbsp;&nbsp;&nbsp; Adding Own data to the project<\/h4>\n\n\n\n<p>The bringing own data feature supports diverse sources, including on-premises and cloud data as depicted in the following picture:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"488\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-58.png\" alt=\"\" class=\"wp-image-36252\" style=\"width:793px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-58.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-58-300x155.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-58-768x397.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<p>But I simplified the process by uploading&nbsp; the <strong>Multiturn-ContosoBenefits.pdf<\/strong> as follows:<\/p>\n\n\n\n<p>From the new created project homepage, click on <strong>New Data<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"606\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-59.png\" alt=\"\" class=\"wp-image-36253\" style=\"width:796px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-59.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-59-300x193.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-59-768x493.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"883\" height=\"616\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-60.png\" alt=\"\" class=\"wp-image-36254\" style=\"width:797px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-60.png 883w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-60-300x209.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-60-768x536.png 768w\" sizes=\"auto, (max-width: 883px) 100vw, 883px\" \/><\/figure>\n\n\n\n<p>Then, upload the mentioned Multiturn-ContosoBenefits.pdf<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"872\" height=\"599\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-61.png\" alt=\"\" class=\"wp-image-36256\" style=\"width:801px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-61.png 872w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-61-300x206.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-61-768x528.png 768w\" sizes=\"auto, (max-width: 872px) 100vw, 872px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"848\" height=\"532\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-63.png\" alt=\"\" class=\"wp-image-36258\" style=\"width:802px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-63.png 848w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-63-300x188.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-63-768x482.png 768w\" sizes=\"auto, (max-width: 848px) 100vw, 848px\" \/><\/figure>\n\n\n\n<p>The following screen confirms that custom data are added to the project:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"599\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-64.png\" alt=\"\" class=\"wp-image-36259\" style=\"width:804px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-64.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-64-300x190.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-64-768x487.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-4-3-nbsp-nbsp-nbsp-model-selection-and-integration\">3.4.3&nbsp;&nbsp;&nbsp; Model Selection and Integration<\/h4>\n\n\n\n<p>I selected the model GPT-35-turbo-16k and integrated it to the project through following steps:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"513\" height=\"79\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-65.png\" alt=\"\" class=\"wp-image-36261\" style=\"width:312px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-65.png 513w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-65-300x46.png 300w\" sizes=\"auto, (max-width: 513px) 100vw, 513px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"629\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-66.png\" alt=\"\" class=\"wp-image-36262\" style=\"width:722px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-66.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-66-300x200.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-66-768x512.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<p>As already said, more than 1800 models are available<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"705\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-67.png\" alt=\"\" class=\"wp-image-36263\" style=\"width:726px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-67.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-67-300x224.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-67-768x574.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"664\" height=\"667\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-68.png\" alt=\"\" class=\"wp-image-36264\" style=\"width:419px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-68.png 664w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-68-300x300.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-68-150x150.png 150w\" sizes=\"auto, (max-width: 664px) 100vw, 664px\" \/><\/figure>\n\n\n\n<p>The integrated model <strong>gpt-35-turbo-16k (version:0613)<\/strong> at this level is tied with pre-trained data. Thanks to that, the following query returns valid result<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"537\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-69.png\" alt=\"\" class=\"wp-image-36265\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-69.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-69-300x171.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-69-768x437.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-4-4-nbsp-nbsp-nbsp-connect-the-model-to-the-custom-data\">3.4.4&nbsp;&nbsp;&nbsp; Connect the Model to the custom data<\/h4>\n\n\n\n<p>Now, we are instructing the model to use our custom data<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"631\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-70.png\" alt=\"\" class=\"wp-image-36266\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-70.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-70-300x201.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-70-768x513.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"614\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-71.png\" alt=\"\" class=\"wp-image-36267\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-71.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-71-300x195.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-71-768x500.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"670\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-72.png\" alt=\"\" class=\"wp-image-36268\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-72.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-72-300x213.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-72-768x545.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"661\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-73.png\" alt=\"\" class=\"wp-image-36269\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-73.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-73-300x210.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-73-768x538.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"679\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-74.png\" alt=\"\" class=\"wp-image-36270\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-74.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-74-300x216.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-74-768x552.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<p>The following picture confirms that our model is now linked to our custom data:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"419\" height=\"426\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-75.png\" alt=\"\" class=\"wp-image-36272\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-75.png 419w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-75-295x300.png 295w\" sizes=\"auto, (max-width: 419px) 100vw, 419px\" \/><\/figure>\n\n\n\n<p>As of now, the model is restricted tied with our custom data, it is configured to exclusively utilize custom data.<\/p>\n\n\n\n<p>Because of that, when querying content outside the data source\u2019s scope, the system returned an error as shown below:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"486\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-76.png\" alt=\"\" class=\"wp-image-36273\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-76.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-76-300x154.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-76-768x395.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<p>However, queries related to the data yield provides precise results. In this case, the system provides accurate and context-specific responses. This demonstrates strict adherence to the defined dataset.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"556\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-77.png\" alt=\"\" class=\"wp-image-36274\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-77.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-77-300x177.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-77-768x452.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<p>It\u2019s remarkable how seamlessly it provides relevant information!<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-4-5-nbsp-nbsp-nbsp-integrate-into-client-applications\">3.4.5&nbsp;&nbsp;&nbsp; Integrate into Client Applications<\/h4>\n\n\n\n<p>Once the model is fine-tuned, its capabilities are easily integrated to client applications following the below architecture:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"340\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-78.png\" alt=\"\" class=\"wp-image-36276\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-78.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-78-300x108.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-78-768x277.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<p>Their capabilities can be embedded into a client application using pre-generated code snippets available in languages like C#, Curl, Go, Java, Javascript, JSON and Python.<\/p>\n\n\n\n<p>The following picture shows how to get the generated code<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"585\" height=\"258\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-79.png\" alt=\"\" class=\"wp-image-36277\" style=\"width:438px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-79.png 585w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-79-300x132.png 300w\" sizes=\"auto, (max-width: 585px) 100vw, 585px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"909\" height=\"731\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-80.png\" alt=\"\" class=\"wp-image-36278\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-80.png 909w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-80-300x241.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-80-768x618.png 768w\" sizes=\"auto, (max-width: 909px) 100vw, 909px\" \/><\/figure>\n\n\n\n<p>The integration can also be easily done by following the wizard to deploy an App Service as shown below:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"189\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-81.png\" alt=\"\" class=\"wp-image-36279\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-81.png 944w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-81-300x60.png 300w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-81-768x154.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"660\" src=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-82.png\" alt=\"\" class=\"wp-image-36281\" style=\"width:372px;height:auto\" srcset=\"https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-82.png 512w, https:\/\/www.dbi-services.com\/blog\/wp-content\/uploads\/sites\/2\/2024\/12\/image-82-233x300.png 233w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"h-4-nbsp-nbsp-nbsp-nbsp-nbsp-nbsp-nbsp-in-summary\">4&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; In Summary<\/h1>\n\n\n\n<p>Microsoft Foundry is a game-changer in AI application development. It democratizes AI by enabling users\u2014regardless of technical expertise\u2014to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Leverage an extensive catalog of pre-trained models.<\/li>\n\n\n\n<li>Tailor applications using custom datasets.<\/li>\n\n\n\n<li>Seamlessly integrate AI capabilities into enterprise solutions.<\/li>\n<\/ul>\n\n\n\n<p>Stay tuned for more hands-on insights in upcoming posts!<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Introduction At the 2024 edition of Microsoft Ignite, two key themes dominated the stage: Artificial Intelligence (AI) and Security. These pillars reflect the current and future technological landscape. Staying true to its innovative legacy, Microsoft unveiled Microsoft Foundry, a unified platform designed to simplify the design, customization, and management of AI solutions. In this [&hellip;]<\/p>\n","protected":false},"author":26,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[294],"tags":[3490,3495,3491,3493,3497,3492,3496,3489,3494],"type_dbi":[],"class_list":["post-36237","post","type-post","status-publish","format-standard","hentry","category-business-intelligence","tag-aidevelopment","tag-aiintegration","tag-artificialintelligence","tag-azureai","tag-customdataai","tag-generativeai","tag-machinelearningmodels","tag-microsoftfoundry","tag-responsibleai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Microsoft Foundry in Action: Building Smarter AI Solutions with Your Data - dbi Blog<\/title>\n<meta name=\"description\" content=\"Discover how Microsoft Foundry revolutionizes AI development. 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