MLOps.community

Culture and Architecture in MLOps // Jet Basrawi // MLOps Coffee Sessions #29


Listen Later

Coffee Sessions #29 with Jet Basrawi of Satalia, Culture and Architecture in MLOps.


//Bio
Jet started his career in technology as a game designer but became interested in programming. He found he loved it. It was endlessly challenging and deeply enjoyable "Flow" activity. It was also nice to be in demand and earn a living.

In the last several years, Jet been passionate about DevOps as a key strategic practice. About a year ago, he came into the AI world and it is a great place to be for someone like him. The challenges of MLOps and all the things surrounding AI delivery is a great space to work in.

At about the time Jet got into AI the MLops community began, and it was a great experience to come on the journey with Demetrios who was uncovering topics in parallel to him. It was uncanny that each week Demetrios would run a meetup that dealt with exactly the topics he has been trying to reason about.

Jet is very interested in culture and architecture and looking forward to exploring this subject in conversation.

//Takeaways
Insight into the role of culture and architecture in MLOps.

--------------- ✌️Connect With Us ✌️ -------------
Join our slack community: https://go.mlops.community/slack
Follow us on Twitter: @mlopscommunity
Sign up for the next meetup: https://go.mlops.community/register

Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/
Connect with David on LinkedIn: https://www.linkedin.com/in/aponteanalytics/
Connect with Vishnu on LinkedIn: https://www.linkedin.com/in/vrachakonda/
Connect with Jet on LinkedIn: https://www.linkedin.com/in/jet-basrawi-4b9ab43/

Timestamps:
[00:00] Introduction to Jet Basrawi
[01:24] Jet's take on MLOps
[02:00] "MLOps - the real Kung fu's in the future" Jet
[02:35] Jet's different opinion on "Tooling is the biggest piece in MLOps".  
[04:23] MLOps is a way of life. It's a lifestyle. It's not just tooling.
[04:38] Why do you have to move over to the cultural side and where feel things fail culturally when it comes to machine learning?
[05:47] What you refer to as an orthodox perspective on DevOps and how that place out in your perspective on MLOps?  
[06:37] Why do you believe that the separate terminology is coming about and do you believe that this is ultimately harmful to organizations to have this confusion or do you think things should be simplified?
[09:05] As soon as you go down and you're not looking at the big picture. You go down one level and they divert completely, is that your thought too?
[12:30] How do you go about educating yourself and then figuring out how to articulate MLOps or constitutes in your organization?
[16:16] How to do things differently? What are some of your preferred tactics? How to encourage culture change?  
[19:02] "Management is NOT Leadership"
[20:13] Why are people stuck in their agile approach?
[23:57] Someone's trying to pick something up for the 1st time and then put it into production, how dangerous that can be?
[25:53] Accepting failure
[29:11] What are some of your principles that helped you communicate to the developers?
[35:33] "It has to dumb down."
[37:43] Annotation [39:37] "Patterntastic"
[41:24] "MLOps is a people problem."
[43:50] Sprint are adequate for machine learning?
[47:03] "Software development is a social activity"
[48:03] "We are all juniors in this field."

//Show Notes
https://www.youtube.com/watch?v=J1WpAJRt3rg Charlie You
https://youtu.be/J36xHc05z-M Manoj https://www.youtube.com/watch?v=vH7UFZZdja8&t=5s Lak design patterns https://www.youtube.com/watch?v=9g4deV1uNZo&t=1s flavios talk
https://continuousdelivery.com/implementing/culture/ westrum culture  
https://www.youtube.com/watch?v=Y4H8dW7Ium8&feature=youtu.be&t=109 Jez Humble

...more
View all episodesView all episodes
Download on the App Store

MLOps.communityBy Demetrios

  • 4.9
  • 4.9
  • 4.9
  • 4.9
  • 4.9

4.9

20 ratings


More shows like MLOps.community

View all
Software Engineering Radio - the podcast for professional software developers by se-radio@computer.org

Software Engineering Radio - the podcast for professional software developers

272 Listeners

Data Skeptic by Kyle Polich

Data Skeptic

481 Listeners

Software Engineering Daily by Software Engineering Daily

Software Engineering Daily

623 Listeners

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) by Sam Charrington

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

445 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

297 Listeners

NVIDIA AI Podcast by NVIDIA

NVIDIA AI Podcast

323 Listeners

Data Engineering Podcast by Tobias Macey

Data Engineering Podcast

142 Listeners

DataFramed by DataCamp

DataFramed

267 Listeners

Practical AI by Practical AI LLC

Practical AI

190 Listeners

The Stack Overflow Podcast by The Stack Overflow Podcast

The Stack Overflow Podcast

63 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

86 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

123 Listeners

Latent Space: The AI Engineer Podcast by swyx + Alessio

Latent Space: The AI Engineer Podcast

75 Listeners

AI + a16z by a16z

AI + a16z

31 Listeners

The Pragmatic Engineer by Gergely Orosz

The Pragmatic Engineer

52 Listeners