Buck Woody on Data Science - Episode 175

Azure DevOps Podcast

Episode | Podcast

Date: Mon, 10 Jan 2022 09:00:00 +0000

<span style="font-weight: 400;">This week, Jeffrey is joined by Buck Woody, Applied Data Scientist working on the Azure Data Services team at Microsoft. Buck has over 39 years of professional and practical experience in computer technology and is also a globally sought-after speaker and author.</span> <p> </p> <p><span style="font-weight: 400;">In this jam-packed episode, Buck talks about his passion for data and why it’s important to recognize that data is the central part of anything, which means keeping people employed. He talks about his role in machine learning and AI in Microsoft, and why we have to be extra careful when letting machines make the final call, why data science is useful, and the difference between business intelligence and data science. Buck shares the number one thing he feels developers need to know, and a few free resources that you can use to expand your knowledge and skills.</span></p> <p> </p> <p><strong>Topics of Discussion:</strong></p> <p><span style="font-weight: 400;">[2:00] Jeffrey welcomes Buck and gives a quick overview of his background and how he got into data and security. Buck has worked with many top companies including IBM, NASA, and started at Microsoft about 16 years ago. </span></p> <p><span style="font-weight: 400;">[5:00] Jeffrey joined the Red Dog team, which was the early part of Azure.</span></p> <p><span style="font-weight: 400;">[6:12] What was working in tech and AI back in the 1970s, compared to today?</span></p> <p><span style="font-weight: 400;">[9:48] How do we take some of the AI technology for granted?</span></p> <p><span style="font-weight: 400;">[10:04] What is data mining?</span></p> <p><span style="font-weight: 400;">[15:00] What does Buck feel is the number one thing a developer needs to understand about data and effective queries?</span></p> <p><span style="font-weight: 400;">[20:44] What is Buck’s definition of Big Data?</span></p> <p><span style="font-weight: 400;">[22:46] What is the difference between business intelligence and the idea around data science?</span></p> <p><span style="font-weight: 400;">[24:25] What is the number one question Buck asks when someone tells him they want artificial intelligence?</span></p> <p><span style="font-weight: 400;">[25:47] Why don’t you need business intelligence to do data science?</span></p> <p><span style="font-weight: 400;">[26:03] What is the age-old practice of ETL?</span></p> <p><span style="font-weight: 400;">[27:12] What is source data poisoning, and how does it affect our algorithms?</span></p> <p><span style="font-weight: 400;">[30:31] It is important for AI to augment human reasoning. Buck and Jeffrey talk about the example of recognizing red vs. green lights.</span></p> <p><span style="font-weight: 400;">[34:20] Jeffrey and Buck explore the construct of Excel Flash Fill.</span></p> <p><span style="font-weight: 400;">[37:02] What are the go-to tools that developers should be installing? What are some free Microsoft resources, and what are Cognitive Services?</span></p> <p> </p> <p><strong>Mentioned in this Episode:</strong></p> <p><a href="http://architecttips.clearmeasure.com/"><em><span style="font-weight: 400;"> Architect Tips</span></em></a> <span style="font-weight: 400;">— New video podcast!</span></p> <p><a href="https://azure.microsoft.com/en-ca/services/devops/?&amp;OCID=AID736756_SEM_7eul5uID"> <span style="font-weight: 400;">Azure DevOps</span></a></p> <p><a href="https://www.clear-measure.com/"><span style="font-weight: 400;">Clear Measure</span></a> <span style="font-weight: 400;">(Sponsor)</span></p> <p><a href="https://www.amazon.com/NET-DevOps-Azure-Developers-Architecture/dp/1484253426"> <em><span style="font-weight: 400;">.NET DevOps for Azure: A Developer’s Guide to DevOps Architecture the Right Way,</span></em> <span style="font-weight: 400;">by Jeffrey Palermo</span></a> <span style="font-weight: 400;">— Available on Amazon!</span></p> <p><a href="http://www.lulu.com/shop/jeffrey-palermo/net-devops-for-azure-ebook-edition/ebook/product-24094762.html"> <span style="font-weight: 400;">bit.ly/dotnetdevopsebook</span></a> <span style="font-weight: 400;">— Click here to download the</span> <em><span style="font-weight: 400;">.NET DevOps for Azure</span></em> <span style="font-weight: 400;">ebook!</span></p> <p><a href="https://www.youtube.com/channel/UC-ROXy08zc-qTA0-3GAQDLw"><span style="font-weight: 400;"> Jeffrey Palermo’s YouTube</span></a></p> <p><a href="https://twitter.com/jeffreypalermo?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor"> <span style="font-weight: 400;">Jeffrey Palermo’s Twitter</span></a> <span style="font-weight: 400;">—</span> <span style="font-weight: 400;">Follow to stay informed about future events!</span></p> <p><span style="font-weight: 400;">Buck Woody:</span> <a href="https://twitter.com/BuckWoodyMSFT?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor"> <span style="font-weight: 400;">Twitter</span></a> <span style="font-weight: 400;">|</span> <a href="https://www.linkedin.com/in/buckwoody/"><span style="font-weight: 400;">LinkedIn</span></a></p> <p><a href="https://support.microsoft.com/en-us/office/using-flash-fill-in-excel-3f9bcf1e-db93-4890-94a0-1578341f73f7#:~:text=How%20to%20Use%20Flash%20fill%20in%20Excel%201,%3E%20Flash%20Fill%20to%20run%20...%20See%20More"> <span style="font-weight: 400;">Using Excel Flash Fill</span></a></p> <p><a href="https://www.microsoft.com/en-us/ai/ai-school"><span style="font-weight: 400;">Microsoft AI School</span></a></p> <p><a href="https://azure.microsoft.com/en-us/services/cognitive-services/"><span style="font-weight: 400;"> Azure Cognitive Services</span></a></p> <p><a href="https://techcommunity.microsoft.com/t5/data-architecture-blog/devops-for-data-science-part-10-automated-testing-and-scale/ba-p/2702468"> <span style="font-weight: 400;">Microsoft Tech Community</span></a></p> <p><a href="https://techcommunity.microsoft.com/t5/data-architecture-blog/bg-p/DataArchitectureBlog/label-name/Process%20and%20Procedure"> <span style="font-weight: 400;">Data Architecture</span></a></p> <p><a href="https://www.paramountmovies.com/movies/star-trek-beyond"><span style="font-weight: 400;"> Star Trek</span></a></p> <p><a href="https://www.linkedin.com/in/amthomas46/"><span style="font-weight: 400;">Anna Hoffman</span></a></p> <p> </p> <p><strong>Want to Learn More?</strong></p> <p><span style="font-weight: 400;">Visit</span> <a href="http://azuredevopspodcast.clear-measure.com/"><em><span style="font-weight: 400;">AzureDevOps.Show</span></em></a> <span style="font-weight: 400;">for show notes and additional episodes.</span></p>