Damian Brady on DevOps for Data Science and Machine Learning - Episode 008

Damian Brady on DevOps for Data Science and Machine Learning - Episode 008

This week, your host, Jeffrey Palermo, interviews Damian Brady. Damian is a Senior Cloud DevOps Developer Advocate at Microsoft, helping customers implement DevOps methods on the Microsoft platform. He’s been with Microsoft for just over a year now and formerly served as a developer for Octopus Deploy.

In this episode, Damian and Jeffrey talk all things data science and machine learning. Damian answers key questions such as: what has been the biggest change in the area of data science since the Azure DevOps release? What does source control look like for data science projects in DevOps? And more. He also explains some of the interesting architectures he has put together for machine learning and walks Jeffrey through the process of his machine learning model from source control, building, packaging, and finally, to deploying. He also gives his recommendations for those who want to go even further with data science after listening to this week’s episode.

Topics of Discussion:

[:52] About today’s guest, Damian Brady.

[1:06] Damian introduces himself and explains his role at Microsoft.

[1:46] Which group Damian is presently on at Microsoft.

[4:14] With the Azure DevOps release, what’s the big change in the area of data science? What is going to be different for people building or running models?

[6:47] For data science projects what does the source control look like?

[8:49] For the Microsoft ML, is there a particular format that the data is stored in, in source control?

[9:09] If the data is large and needs to be versioned, what are the current methods people are using?

[11:06] A word from Azure DevOps sponsor: Clear Measure.

[11:39] Some of the interesting architectures Damian has put together for machine learning.

[16:10] Damian walks Jeffrey through his machine learning model from source control to building, to packaging up the release, to deploying.

[19:20] For this type of model, where would be the physical environment where it’s measuring information?

[20:24] Damian talks firewall rules, permissions, and security.

[23:16] The advantages of using Azure’s IoT Hub.

[24:46] Damian talks about the new open source features that were added with the release.

[28:20] Does Damian still encounter customers who say they don’t want to use Microsoft products because they don’t realize they’re open source?

[29:36] Is it true that VS Code is the most popular editor?

[31:03] One of the huge advantages of using open source.

[31:53] Damian talks build agents.

[33:33] About the new Windows-hosted container build agent.

[35:50] Damian’s recommendation for listeners who want to go further with data science after listening to this week’s podcast!

Mentioned in this Episode:

Azure DevOps

Azure Pipelines

Octopus Deploy

Clear Measure (Sponsor)

Buck Hodges on the introduction to Azure DevOps Services - Episode 001

Donovan Brown on How to Use Azure DevOps Services - Episode 002
Source control in Azure DevOps

Ubuntu

Machine Learning (ML)

Amazon Web Services (AWS)

Azure Cognitive Services

CustomVision.ai

Raspberry Pi
Azure Data Center

.NET Core

Python

GitHub

Azure IoT Hub

ADP Summit
VS Code

Docker Compose

Subversion

Chocolatey

Want to Learn More?

Visit AzureDevOps.Show for show notes and additional episodes.

Follow Up with Our Guest:

Damian Brady’s LinkedIn

Episoder(372)

Maddy Montaquila: MAUI applications in .NET 7  - Episode 244

Maddy Montaquila: MAUI applications in .NET 7 - Episode 244

Maddy Montaquila is a Senior Product Manager on the .NET MAUI team and has been working with .NET mobile apps since 2018 working on Xamarin tooling. When she first joined Microsoft and worked with the Xamarin team as an intern, she realized the impact that she could have in creating amazing developer tools and frameworks, which inspired her to pursue a role as Program Manager. You can connect with her on Twitter and GitHub @maddymontaquila!   Topics of Discussion: [4:21] How did Maddy get lucked into development and the mobile side of product management? [7:39] You can distill product manager roles to the intersection of the technology and what’s possible, the business, what’s going to make you money, and what your customers actually want and need. [9:17] Why is it important for program managers to have at least some coding background? [10:41] When people dive into Maui, what can they expect right now? [15:44] What tools or resources does someone need to get started, and what are the limitations? [20:44] What is the current DevOps story for going from a developer workstation all the way through testing and packaging, and then finally delivering it to the App Store? [23:47] Is there a favorite deployed test framework? [27:26] Why does Maddy prefer sometimes to work in Xaml? [29:17] If you’re going to reach for controls right now, is everything that they need built-in? What is the status of DevExpress? [37:03] It’s a great time to be a .net developer!   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 .NetMaui Maddy on LinkedIn .NET Multi-Platform App .Net Maui Samples .Net Maui Development   Want to Learn More? Visit AzureDevOps.Show for show notes and additional episodes.

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Andy Roberts: Data in a Development World - Episode 243

Andy Roberts: Data in a Development World - Episode 243

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: "Andy, I need you to be an SQL Expert for a meeting tomorrow. Can you handle that?" 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.”   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.   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.   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   Want to Learn More? Visit AzureDevOps.Show for show notes and additional episodes.

1 Mai 202336min

Donovan Brown is Retiring -  Episode 242

Donovan Brown is Retiring - Episode 242

Donovan Brown is a Partner Program Manager in the Azure CTO Incubations team at Microsoft. The Incubations team focuses on forward-looking development and innovation to facilitate the development of new projects and ideas. Before joining Microsoft, Donovan spent seven years as a Process Consultant and a Certified Scrum Master. Donovan has traveled the globe helping companies develop solutions using agile practices in many industries. Donovan is an avid programmer, often finding ways to integrate software into his other hobbies and activities.   Topics of Discussion: [7:37] Why is Donovan retiring? [8:49] Donovan talks about redefining his success and the decision he and his wife made to go live the life they want to live. [12:03] Living paycheck to paycheck is a bad idea, regardless of how big the paycheck is. [14:02] The importance of paying yourself first and making good money choices. [17:50] If it’s putting money in your pocket, it’s an asset. Some houses are assets, while others are liabilities. [18:36] Your money is your number one employee. [23:42] Donovan gives his thoughts on inflation. [31:00] Donovan gives advice for those early on in their career in both programming and making wise money decisions, including avoiding credit card debt. [31:26] The importance of being tenacious despite not having a degree or experience. [40:47] Donovan encourages programmers to learn a language that allows them to dabble in all different platforms.   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 Ep 002 with Donovan Ep 219 with Donovan   Want to Learn More? Visit AzureDevOps.Show for show notes and additional episodes.

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Tim Corey: Learning Programming - Episode 241

Tim Corey: Learning Programming - Episode 241

Tim learned software development the hard way, with lots of dead-ends, confusion, and knowledge gaps. He kept thinking, “It shouldn’t be this hard!”   Now he teaches students how to think and code like professional developers. His goal is to make it easier for others to become a developer. He’s been recognized as a Microsoft Most Valuable Professional every year since 2017.   Topics of Discussion: [:45] How Tim actually got into development at the young age of 12. [6:17] How Tim got over the feeling of not being good enough. [7:55] How Tim got into teaching. [9:42] Tim built his YouTube channel slowly to find a consistent release schedule and passionate audience. [12:55] How to know what language to start in. [19:53] Why Tim is less of a fan of college and why he doesn’t recommend it. [22:26] Coding Boot Camps vs. self-paced courses. [27:47] Tim’s advice for young programmers suffering from impostor syndrome. [33:12] Every application has two jobs: capture information and display information. [38:01] What are a few of Tim’s favorite courses now, and what are universities doing right?   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 Tim Corey Tim Corey YouTube   Want to Learn More? Visit AzureDevOps.Show for show notes and additional episodes.

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Bojan Magusic: Azure Security  - Episode 240

Bojan Magusic: Azure Security - Episode 240

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10 Apr 202332min

Thomas Vitale- Kubernetes - Episode 239

Thomas Vitale- Kubernetes - Episode 239

Thomas Vitale is a software engineer and architect specializing in building cloud-native, resilient, and secure enterprise applications. He designs and develops software solutions at Systematic, Denmark, where he’s been working on modernizing platforms and applications for the cloud-native world, focusing on developer experience and security.   Topics of Discussion: [3:52] How did Thomas get into software development? [6:00] Thomas talks about his book, Cloud Native Spring in Action. [7:31] Thomas goes over the basics of Kubernetes. [8:42] What about orchestration of all these containers in a production scenario? How can we distribute these containers across the machines? [12:11] How do we know when we need more than one Kubernetes cluster? [19:46] What are a node and a pod, and how do those two relate? [24:05] How does the application know when Kubernetes might move one container to a pod that happens to be on a different virtual machine with a different IP address? [27:36] Where does Docker Swarm fit in, and where does Helm fit in? [33:12] Thomas explains why he likes Carvel as a tool. [34:12] What is Thomas’s favorite method for spinning up your own Kubernetes cluster locally?   Mentioned in this Episode: Clear Measure Way Architect Forum Software Engineer Forum Programming with Palermo — New Video Podcast! Email us 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 Thomas Vitale LinkedIn Thomas Vitale Website Cloud Native Spring in Action   Want to Learn More? Visit AzureDevOps.Show for show notes and additional episodes.

3 Apr 202337min

Chris Sainty: Blazor in Action - Episode 238

Chris Sainty: Blazor in Action - Episode 238

Chris is a Microsoft MVP, author, and software engineer with over 17 years of experience with ASP.NET. Passionate about sharing his knowledge with the community, he regularly writes both for his own blog as well as others — such as Visual Studio magazine, Progress Telerik, and StackOverflow. This passion for blogging led to his first book, Blazor in Action, a practical guide to building Blazor applications. He also maintains several popular open-source projects under the GitHub organization, Blazored. When not tapping on a keyboard, Chris is a keen speaker, having delivered talks at both user groups and conferences all over the world.   Topics of Discussion: [1:15] Jeffrey puts out a call for those who may be looking to work with him. [4:41] What was Chris’s start in the industry? [10:07] Chris talks about falling in love with Blazor and why he is so passionate about it. [12:10] Chris shares how he got into blogging and why he thinks it should be for everyone, not just those at the senior level. [15:22] Talks about winning the Microsoft MVP award. [15:48] How does Chris talk about Blazor when creating a new application? Are there defaults that he goes to? [21:51] Chris talks about his organizational technique on the client side. [25:05] In Chris’s book, Blazor In Action, he talks about GitHub repositories that he likes. [27:04] Structuring web APIs from a security perspective. [28:00] How does Chris segment different projects? [33:47] What is Chris’s favorite method of putting together an authentication flow?   Mentioned in this Episode: Clear Measure Way Architect Forum Software Engineer Forum Programming with Palermo — New Video Podcast! Email us 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 Chris Sainty Website Chris Sainty LinkedIn Chris Sainty YouTube Chris Sainty Microsoft Blazor In Action Blazor In Action on Manning.Com - PBSAINTY for 50% off Blazored on GitHub   Want to Learn More? Visit AzureDevOps.Show for show notes and additional episodes.

27 Mar 202341min

Toni Solarin-Sodara: Developer Tools for Test Automation - Episode 237

Toni Solarin-Sodara: Developer Tools for Test Automation - Episode 237

Toni Solarin-Sodara is a Software Engineering Lead at Microsoft. He specializes in developer tooling, working at the client platform layer, and building the runtime libraries and tools that enable shipping code to various operating systems and devices. Toni is also the creator and lead maintainer of Coverlet, a cross-platform code coverage framework for .NET, with support for line, branch, and method coverage.   Topics of Discussion: [1:23] Jeffrey puts out a call for some opportunities to work with him! E-mail jeffrey@clear-measure.com to get more info. [4:05] What led to Toni’s career in development and programming? [5:18] What went into the .NET runtime contribution (native AOT)? [8:16] One thing Toni is quite proud of is being able to build native libraries by using the technology. [9:08] AOT stands for ahead-of-time compilation. [10:23] What is Coverlet and why does it work? [15:13] In what areas does Coverlet work very well? [15:27] A good chunk of what Coverlet does is allow transparency in the build system integration. [16:41] What’s the process for taking multiple runs of multiple test suites and getting them into one report? [23:53] What is Toni’s view on how the code coverage results should be used? [24:47] How do you get code coverage results when the actual test project is running on a different server? [30:46] What does Pose do and why is it useful?  [41:08] Toni says that .NET is actually pretty extensive, even as a programming language workbench. [41:40] What are expression trees?   Mentioned in this Episode: Clear Measure Way Architect Forum Software Engineer Forum Programming with Palermo — New Video Podcast! Email us 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 .NET Pose Coverlet   Want to Learn More? Visit AzureDevOps.Show for show notes and additional episodes.

20 Mar 202342min

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