{"id":1813,"date":"2023-06-20T15:06:40","date_gmt":"2023-06-20T09:36:40","guid":{"rendered":"https:\/\/www.analyticsvidhya.com\/datahack-summit-2023\/?page_id=1813"},"modified":"2023-07-19T19:03:16","modified_gmt":"2023-07-19T13:33:16","slug":"build-enterprises-grade-generative-ai-end-to-end-solution","status":"publish","type":"page","link":"https:\/\/www.analyticsvidhya.com\/dhs-2023\/session\/build-enterprises-grade-generative-ai-end-to-end-solution\/","title":{"rendered":"Build Enterprises-grade  Generative AI end to end solution"},"content":{"rendered":"<p><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Generative AI has transcended the realm of potential and has firmly established itself in the mainstream. Enterprises across all industries are rapidly embracing its transformative powers. In this comprehensive session, attendees will gain valuable insights on constructing enterprise-grade, end-to-end generative AI solutions applicable across various modalities including text-to-text, text-to-image, text-to-video, text-to-3D, image-to-text, and image-to-image.\\n\\nThe session will delve into how these solutions can be tailored, built, and deployed anywhere (on-cloud, on-premises, hybrid) using real-time, accurate data. Emphasis will be given on preventing 'hallucination' in generative A.I. chatbots, a critical step in making Generative LLMs enterprise-ready.\\n\\nParticipants will explore various types of foundation models and garner knowledge on deciding whether to use generic foundation models or craft domain-specific ones. The session will also encompass training and inferencing LLMs with a focus on fine-tuning and model parallelism techniques. Enterprise-grade LLM considerations, including guardrails models and the integration of LLMs into enterprise databases, will also be discussed. This enlightening session will conclude with practical demonstrations of text-to-text and text-to-video\/image\/3D applications.\\n\\nKey Takeaways:\\n\\n Knowledge of building and customizing enterprise-grade, end-to-end generative AI solutions.\\n Insights into training and inferring LLMs, with emphasis on model parallelism techniques.\\n Techniques for preventing 'hallucination' in generative A.I. chatbots.\\n Understanding of foundation models and their selection for specific domains.\\n Exposure to practical applications of generative AI through demonstrations.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:17405,&quot;3&quot;:{&quot;1&quot;:0},&quot;5&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;6&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;7&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;8&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;9&quot;:1,&quot;10&quot;:1,&quot;11&quot;:3,&quot;12&quot;:0,&quot;17&quot;:1}\">Generative AI has transcended the realm of potential and has firmly established itself in the mainstream. Enterprises across all industries are rapidly embracing its transformative powers. In this comprehensive session, attendees will gain valuable insights on constructing enterprise-grade, end-to-end generative AI solutions applicable across various modalities including text-to-text, text-to-image, text-to-video, text-to-3D, image-to-text, and image-to-image.<\/span><\/p>\n<p>The session will delve into how these solutions can be tailored, built, and deployed anywhere (on-cloud, on-premises, hybrid) using real-time, accurate data. Emphasis will be given on preventing &#8216;hallucination&#8217; in generative A.I. chatbots, a critical step in making Generative LLMs enterprise-ready.<\/p>\n<p>Participants will explore various types of foundation models and garner knowledge on deciding whether to use generic foundation models or craft domain-specific ones. The session will also encompass training and inferencing LLMs with a focus on fine-tuning and model parallelism techniques. Enterprise-grade LLM considerations, including guardrails models and the integration of LLMs into enterprise databases, will also be discussed. This enlightening session will conclude with practical demonstrations of text-to-text and text-to-video\/image\/3D applications.<\/p>\n<p><strong>Key Takeaways:<\/strong><\/p>\n<ol>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Generative AI has transcended the realm of potential and has firmly established itself in the mainstream. Enterprises across all industries are rapidly embracing its transformative powers. In this comprehensive session, attendees will gain valuable insights on constructing enterprise-grade, end-to-end generative AI solutions applicable across various modalities including text-to-text, text-to-image, text-to-video, text-to-3D, image-to-text, and image-to-image.\\n\\nThe session will delve into how these solutions can be tailored, built, and deployed anywhere (on-cloud, on-premises, hybrid) using real-time, accurate data. Emphasis will be given on preventing 'hallucination' in generative A.I. chatbots, a critical step in making Generative LLMs enterprise-ready.\\n\\nParticipants will explore various types of foundation models and garner knowledge on deciding whether to use generic foundation models or craft domain-specific ones. The session will also encompass training and inferencing LLMs with a focus on fine-tuning and model parallelism techniques. Enterprise-grade LLM considerations, including guardrails models and the integration of LLMs into enterprise databases, will also be discussed. This enlightening session will conclude with practical demonstrations of text-to-text and text-to-video\/image\/3D applications.\\n\\nKey Takeaways:\\n\\n Knowledge of building and customizing enterprise-grade, end-to-end generative AI solutions.\\n Insights into training and inferring LLMs, with emphasis on model parallelism techniques.\\n Techniques for preventing 'hallucination' in generative A.I. chatbots.\\n Understanding of foundation models and their selection for specific domains.\\n Exposure to practical applications of generative AI through demonstrations.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:17405,&quot;3&quot;:{&quot;1&quot;:0},&quot;5&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;6&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;7&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;8&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;9&quot;:1,&quot;10&quot;:1,&quot;11&quot;:3,&quot;12&quot;:0,&quot;17&quot;:1}\">Knowledge of building and customizing enterprise-grade, end-to-end generative AI solutions.<br \/>\n<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Generative AI has transcended the realm of potential and has firmly established itself in the mainstream. Enterprises across all industries are rapidly embracing its transformative powers. In this comprehensive session, attendees will gain valuable insights on constructing enterprise-grade, end-to-end generative AI solutions applicable across various modalities including text-to-text, text-to-image, text-to-video, text-to-3D, image-to-text, and image-to-image.\\n\\nThe session will delve into how these solutions can be tailored, built, and deployed anywhere (on-cloud, on-premises, hybrid) using real-time, accurate data. Emphasis will be given on preventing 'hallucination' in generative A.I. chatbots, a critical step in making Generative LLMs enterprise-ready.\\n\\nParticipants will explore various types of foundation models and garner knowledge on deciding whether to use generic foundation models or craft domain-specific ones. The session will also encompass training and inferencing LLMs with a focus on fine-tuning and model parallelism techniques. Enterprise-grade LLM considerations, including guardrails models and the integration of LLMs into enterprise databases, will also be discussed. This enlightening session will conclude with practical demonstrations of text-to-text and text-to-video\/image\/3D applications.\\n\\nKey Takeaways:\\n\\n Knowledge of building and customizing enterprise-grade, end-to-end generative AI solutions.\\n Insights into training and inferring LLMs, with emphasis on model parallelism techniques.\\n Techniques for preventing 'hallucination' in generative A.I. chatbots.\\n Understanding of foundation models and their selection for specific domains.\\n Exposure to practical applications of generative AI through demonstrations.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:17405,&quot;3&quot;:{&quot;1&quot;:0},&quot;5&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;6&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;7&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;8&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;9&quot;:1,&quot;10&quot;:1,&quot;11&quot;:3,&quot;12&quot;:0,&quot;17&quot;:1}\">Insights into training and inferring LLMs, with emphasis on model parallelism techniques.<br \/>\n<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Generative AI has transcended the realm of potential and has firmly established itself in the mainstream. Enterprises across all industries are rapidly embracing its transformative powers. In this comprehensive session, attendees will gain valuable insights on constructing enterprise-grade, end-to-end generative AI solutions applicable across various modalities including text-to-text, text-to-image, text-to-video, text-to-3D, image-to-text, and image-to-image.\\n\\nThe session will delve into how these solutions can be tailored, built, and deployed anywhere (on-cloud, on-premises, hybrid) using real-time, accurate data. Emphasis will be given on preventing 'hallucination' in generative A.I. chatbots, a critical step in making Generative LLMs enterprise-ready.\\n\\nParticipants will explore various types of foundation models and garner knowledge on deciding whether to use generic foundation models or craft domain-specific ones. The session will also encompass training and inferencing LLMs with a focus on fine-tuning and model parallelism techniques. Enterprise-grade LLM considerations, including guardrails models and the integration of LLMs into enterprise databases, will also be discussed. This enlightening session will conclude with practical demonstrations of text-to-text and text-to-video\/image\/3D applications.\\n\\nKey Takeaways:\\n\\n Knowledge of building and customizing enterprise-grade, end-to-end generative AI solutions.\\n Insights into training and inferring LLMs, with emphasis on model parallelism techniques.\\n Techniques for preventing 'hallucination' in generative A.I. chatbots.\\n Understanding of foundation models and their selection for specific domains.\\n Exposure to practical applications of generative AI through demonstrations.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:17405,&quot;3&quot;:{&quot;1&quot;:0},&quot;5&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;6&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;7&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;8&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;9&quot;:1,&quot;10&quot;:1,&quot;11&quot;:3,&quot;12&quot;:0,&quot;17&quot;:1}\">Techniques for preventing &#8216;hallucination&#8217; in generative A.I. chatbots.<br \/>\n<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Generative AI has transcended the realm of potential and has firmly established itself in the mainstream. Enterprises across all industries are rapidly embracing its transformative powers. In this comprehensive session, attendees will gain valuable insights on constructing enterprise-grade, end-to-end generative AI solutions applicable across various modalities including text-to-text, text-to-image, text-to-video, text-to-3D, image-to-text, and image-to-image.\\n\\nThe session will delve into how these solutions can be tailored, built, and deployed anywhere (on-cloud, on-premises, hybrid) using real-time, accurate data. Emphasis will be given on preventing 'hallucination' in generative A.I. chatbots, a critical step in making Generative LLMs enterprise-ready.\\n\\nParticipants will explore various types of foundation models and garner knowledge on deciding whether to use generic foundation models or craft domain-specific ones. The session will also encompass training and inferencing LLMs with a focus on fine-tuning and model parallelism techniques. Enterprise-grade LLM considerations, including guardrails models and the integration of LLMs into enterprise databases, will also be discussed. This enlightening session will conclude with practical demonstrations of text-to-text and text-to-video\/image\/3D applications.\\n\\nKey Takeaways:\\n\\n Knowledge of building and customizing enterprise-grade, end-to-end generative AI solutions.\\n Insights into training and inferring LLMs, with emphasis on model parallelism techniques.\\n Techniques for preventing 'hallucination' in generative A.I. chatbots.\\n Understanding of foundation models and their selection for specific domains.\\n Exposure to practical applications of generative AI through demonstrations.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:17405,&quot;3&quot;:{&quot;1&quot;:0},&quot;5&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;6&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;7&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;8&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;9&quot;:1,&quot;10&quot;:1,&quot;11&quot;:3,&quot;12&quot;:0,&quot;17&quot;:1}\">Understanding of foundation models and their selection for specific domains.<br \/>\n<\/span><\/li>\n<li><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Generative AI has transcended the realm of potential and has firmly established itself in the mainstream. Enterprises across all industries are rapidly embracing its transformative powers. In this comprehensive session, attendees will gain valuable insights on constructing enterprise-grade, end-to-end generative AI solutions applicable across various modalities including text-to-text, text-to-image, text-to-video, text-to-3D, image-to-text, and image-to-image.\\n\\nThe session will delve into how these solutions can be tailored, built, and deployed anywhere (on-cloud, on-premises, hybrid) using real-time, accurate data. Emphasis will be given on preventing 'hallucination' in generative A.I. chatbots, a critical step in making Generative LLMs enterprise-ready.\\n\\nParticipants will explore various types of foundation models and garner knowledge on deciding whether to use generic foundation models or craft domain-specific ones. The session will also encompass training and inferencing LLMs with a focus on fine-tuning and model parallelism techniques. Enterprise-grade LLM considerations, including guardrails models and the integration of LLMs into enterprise databases, will also be discussed. This enlightening session will conclude with practical demonstrations of text-to-text and text-to-video\/image\/3D applications.\\n\\nKey Takeaways:\\n\\n Knowledge of building and customizing enterprise-grade, end-to-end generative AI solutions.\\n Insights into training and inferring LLMs, with emphasis on model parallelism techniques.\\n Techniques for preventing 'hallucination' in generative A.I. chatbots.\\n Understanding of foundation models and their selection for specific domains.\\n Exposure to practical applications of generative AI through demonstrations.&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:17405,&quot;3&quot;:{&quot;1&quot;:0},&quot;5&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;6&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;7&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;8&quot;:{&quot;1&quot;:[{&quot;1&quot;:2,&quot;2&quot;:0,&quot;5&quot;:{&quot;1&quot;:2,&quot;2&quot;:0}},{&quot;1&quot;:0,&quot;2&quot;:0,&quot;3&quot;:3},{&quot;1&quot;:1,&quot;2&quot;:0,&quot;4&quot;:1}]},&quot;9&quot;:1,&quot;10&quot;:1,&quot;11&quot;:3,&quot;12&quot;:0,&quot;17&quot;:1}\">Exposure to practical applications of generative AI through demonstrations.<\/span><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Generative AI has transcended the realm of potential and has firmly established itself in the mainstream. Enterprises across all industries are rapidly embracing its transformative powers. In this comprehensive session, attendees will gain valuable insights on constructing enterprise-grade, end-to-end generative AI solutions applicable across various modalities including text-to-text, text-to-image, text-to-video, text-to-3D, image-to-text, and image-to-image. The [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1814,"parent":1126,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"session-details.php","meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Build Enterprises-grade Generative AI end to end solution - DataHack Summit 2023<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.analyticsvidhya.com\/dhs-2023\/session\/build-enterprises-grade-generative-ai-end-to-end-solution\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Build Enterprises-grade Generative AI end to end solution - DataHack Summit 2023\" \/>\n<meta property=\"og:description\" content=\"Generative AI has transcended the realm of potential and has firmly established itself in the mainstream. Enterprises across all industries are rapidly embracing its transformative powers. In this comprehensive session, attendees will gain valuable insights on constructing enterprise-grade, end-to-end generative AI solutions applicable across various modalities including text-to-text, text-to-image, text-to-video, text-to-3D, image-to-text, and image-to-image. 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