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  <title>Andy Roberts: Data in a Development World - Episode 243</title>
  <description>Andy is a Data Platform and AI Architect at Microsoft, where he has worked for over 24 years. A long time ago, his father dropped two books on his desk and said: &amp;quot;Andy, I need you to be an SQL Expert for a meeting tomorrow. Can you handle that?&amp;quot; Recently out of college, he was still accustomed to cramming for an exam, so he showed up the next day, won the project, and began his new life as a “data guy.” &amp;amp;nbsp; Since then, he’s “been around the (data) block.” Whether a developer, database analyst, architect, project lead, or more recently a part of a sales organization, the heart of his job has always revolved around data: acquiring it, shaping it, moving it, protecting it, using it to predict future outcomes, processing it efficiently, etc. &amp;amp;nbsp; Topics of Discussion: [4:56] Andy has always grown up with computers around and has his father to thank for a lot of it. [6:39] What is it that causes some developers to say, I want to write code, but I don’t want to mess with the database? [14:29] What does Andy’s job as an AI architect look like? [16:19] When you have that predictive function with something to host it, that’s where AI happens and when intelligence starts happening in your application. [17:16] The importance of pre-trained models in machine learning. [20:00] What is reinforcement learning? [20:58] Why are we calling some things artificial intelligence and other things, not AI? [24:44] Andy gives his advice for those new to writing software and in developing. [29:08] What is a data lake? [31:48] The importance of thinking about the database as part of the application, not a separate thing. &amp;amp;nbsp; Mentioned in this Episode: Clear Measure Way Architect Forum Software Engineer Forum Programming with Palermo — New Video Podcast! Email us at programming@palermo.network Clear Measure, Inc. (Sponsor)  .NET DevOps for Azure: A Developer’s Guide to DevOps Architecture the Right Way, by Jeffrey Palermo — Available on Amazon!  Jeffrey Palermo’s Twitter — Follow to stay informed about future events! Architect Tips — Video podcast!  Azure DevOps Andy Roberts LinkedIn Architect Forum &amp;amp;nbsp; Want to Learn More? Visit AzureDevOps.Show for show notes and additional episodes. </description>
  <author_name>AI DevOps Podcast</author_name>
  <author_url>https://azuredevopspodcast.clear-measure.com</author_url>
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