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    <title>topic Accurate, Safe and Governed: How to Move GenAI from POC to Production in Announcements</title>
    <link>https://community.databricks.com/t5/announcements/accurate-safe-and-governed-how-to-move-genai-from-poc-to/m-p/69263#M95</link>
    <description>&lt;P&gt;In the realm of AI, achieving accuracy is paramount. The publication delves into techniques for refining models to ensure they reliably deliver precise outcomes in real-world scenarios. It covers methodologies such as continuous monitoring, data augmentation, and fine-tuning to enhance accuracy and address potential performance gaps.&lt;/P&gt;
&lt;P&gt;Safety is another critical consideration in deploying AI systems. The text explores methodologies for mitigating risks associated with AI, including bias detection and mitigation, robustness testing, and fail-safe mechanisms. By prioritizing safety measures, organizations can instill confidence in their AI applications and foster trust among stakeholders.&amp;nbsp;&lt;STRONG&gt;&lt;A href="https://www.databricks.com/blog/accurate-safe-and-governed-GenAI?utm_source=bambu&amp;amp;utm_medium=social&amp;amp;utm_campaign=advocacy" target="_blank" rel="noopener"&gt;Click here to read more!&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;P&gt;&lt;STRONG&gt;Take the next step with Databricks:&lt;/STRONG&gt;&lt;BR /&gt;&lt;A href="https://www.databricks.com/try-databricks?scid=7018Y000001Fi0MQAS&amp;amp;utm_medium=paid+search&amp;amp;utm_source=google&amp;amp;utm_campaign=14272820537&amp;amp;utm_adgroup=126939742998&amp;amp;utm_content=trial&amp;amp;utm_offer=try-databricks&amp;amp;utm_ad=665885917821&amp;amp;utm_term=databricks%20free%20trial&amp;amp;gad_source=1&amp;amp;gclid=Cj0KCQjwlN6wBhCcARIsAKZvD5gRisf-JfaWDmItxEAT1ndexYXqWqGBeRtvxwTnYRBfAav-zJVXR0gaAqLnEALw_wcB#account" rel="nofollow noopener noreferrer" target="_blank"&gt;Try our platform for two weeks&lt;/A&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;on your choice of AWS, Microsoft Azure or Google Cloud.&lt;/P&gt;
&lt;P&gt;&lt;STRONG&gt;Already a Databricks customer? Learn more:&amp;nbsp;&lt;/STRONG&gt;&lt;A href="https://www.databricks.com/blog/category/generative-ai" target="_blank" rel="nofollow noopener noreferrer"&gt;See all Generative AI posts&lt;/A&gt;&lt;/P&gt;</description>
    <pubDate>Fri, 17 May 2024 12:55:38 GMT</pubDate>
    <dc:creator>Sujitha</dc:creator>
    <dc:date>2024-05-17T12:55:38Z</dc:date>
    <item>
      <title>Accurate, Safe and Governed: How to Move GenAI from POC to Production</title>
      <link>https://community.databricks.com/t5/announcements/accurate-safe-and-governed-how-to-move-genai-from-poc-to/m-p/69263#M95</link>
      <description>&lt;P&gt;In the realm of AI, achieving accuracy is paramount. The publication delves into techniques for refining models to ensure they reliably deliver precise outcomes in real-world scenarios. It covers methodologies such as continuous monitoring, data augmentation, and fine-tuning to enhance accuracy and address potential performance gaps.&lt;/P&gt;
&lt;P&gt;Safety is another critical consideration in deploying AI systems. The text explores methodologies for mitigating risks associated with AI, including bias detection and mitigation, robustness testing, and fail-safe mechanisms. By prioritizing safety measures, organizations can instill confidence in their AI applications and foster trust among stakeholders.&amp;nbsp;&lt;STRONG&gt;&lt;A href="https://www.databricks.com/blog/accurate-safe-and-governed-GenAI?utm_source=bambu&amp;amp;utm_medium=social&amp;amp;utm_campaign=advocacy" target="_blank" rel="noopener"&gt;Click here to read more!&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;P&gt;&lt;STRONG&gt;Take the next step with Databricks:&lt;/STRONG&gt;&lt;BR /&gt;&lt;A href="https://www.databricks.com/try-databricks?scid=7018Y000001Fi0MQAS&amp;amp;utm_medium=paid+search&amp;amp;utm_source=google&amp;amp;utm_campaign=14272820537&amp;amp;utm_adgroup=126939742998&amp;amp;utm_content=trial&amp;amp;utm_offer=try-databricks&amp;amp;utm_ad=665885917821&amp;amp;utm_term=databricks%20free%20trial&amp;amp;gad_source=1&amp;amp;gclid=Cj0KCQjwlN6wBhCcARIsAKZvD5gRisf-JfaWDmItxEAT1ndexYXqWqGBeRtvxwTnYRBfAav-zJVXR0gaAqLnEALw_wcB#account" rel="nofollow noopener noreferrer" target="_blank"&gt;Try our platform for two weeks&lt;/A&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;on your choice of AWS, Microsoft Azure or Google Cloud.&lt;/P&gt;
&lt;P&gt;&lt;STRONG&gt;Already a Databricks customer? Learn more:&amp;nbsp;&lt;/STRONG&gt;&lt;A href="https://www.databricks.com/blog/category/generative-ai" target="_blank" rel="nofollow noopener noreferrer"&gt;See all Generative AI posts&lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Fri, 17 May 2024 12:55:38 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/accurate-safe-and-governed-how-to-move-genai-from-poc-to/m-p/69263#M95</guid>
      <dc:creator>Sujitha</dc:creator>
      <dc:date>2024-05-17T12:55:38Z</dc:date>
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