DevOps and Docker Talk: Cloud Native Interviews and Tooling

MLOps for DevOps People

September 6, 2024 / 48:29/E169 Download MP3

Bret and Nirmal are joined by Maria Vechtomova, a MLOps Tech Lead and co-founder of Marvelous MLOps, to discuss the obvious and not-so obvious differences between a MLOps Engineer and traditional DevOps jobs.
Maria is here to discuss how DevOps engineers can adopt and operate machine learning workloads, also known as MLOps. With her expertise, we'll explore the challenges and best practices for implementing ML in a DevOps environment, including some hot takes on using Kubernetes.

Be sure to check out the live recording of the complete show from June 20, 2024 on YouTube (Stream 271).

★Topics★
Marvelous MLOps on LinkedIn
Marvelous MLOps Substack
Marvelous MLOps YouTube Channel

(00:00) - Intro
(02:04) - Maria's Content
(03:22) - Tools and Technologies in MLOps
(09:21) - DevOps vs MLOps: Key Differences
(19:22) - Transitioning from DevOps to MLOps
(22:52) - Model Accuracy vs Computational Efficiency
(24:46) - MLOps with Sensitive Data
(29:10) - MLOps Roadmap and Getting Started
(32:36) - Tools and Platforms for MLOps
(37:14) - Adapting MLOps Practices to Future Trends
(44:08) - Is Golang an Option for CI/CD Automation?

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Creators and Guests

Host

Bret Fisher

Cloud native DevOps Dude. Course creator, YouTuber, Podcaster. Docker Captain and CNCF Ambassador. People person who spends too much time in front of a computer.