Two Voice Devs

Episode 201 - Introduction to KitOps for MLOps

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Join Allen and Mark in this episode of Two Voice Devs as they dive into the world of MLOps and explore KitOps, an open-source tool for packaging and versioning machine learning models and related artifacts. Learn how KitOps leverages the Open Container Initiative (OCI) standard to simplify model sharing and deployment.


More info:

  • https://kitops.ml


    • Key Topics and Timestamps:

    • What is DevOps? (0:00:41) - Allen and Mark discuss the fundamentals of DevOps and its role in software development and operations.
    • Introduction to MLOps (0:04:02) - The conversation shifts to MLOps, highlighting the unique challenges and requirements of managing machine learning models in production.
    • What is KitOps? (0:07:27) - Mark introduces KitOps and explains its core functionality for packaging models, code, data, and documentation into a single, versioned unit.
    • Understanding the Kit File (0:16:33) - A closer look at the structure and components of a Kit file, the YAML-based configuration file used by KitOps.
    • The Kit CLI and Model Kits (0:18:20) - Explanation of the Kit command-line interface and the concept of model kits as containerized packages.
    • Docker Analogy and Key Differences (0:20:03) - Allen and Mark draw parallels between KitOps and Docker, emphasizing the focus on file management and versioning in KitOps.
    • Benefits of Using KitOps (0:26:35) - Discussion on the advantages of using KitOps over alternative approaches like zip files or direct GitHub storage.
    • Workflow Examples and Integration (0:29:05) - Practical examples of how KitOps can be integrated into data science and development workflows, including build pipelines and production deployments.
    • Call to Action and Community Engagement (0:33:02) - Encouraging viewers and listeners to share their thoughts, experiences, and alternative solutions in the comments and on social media.


      • Don't miss this insightful episode of Two Voice Devs as Allen and Mark demystify KitOps and its potential for streamlining your MLOps practices. Subscribe to our channel for more developer-focused discussions and tutorials!


      #MLOps #KitOps #MachineLearning #DevOps #AI #SoftwareDevelopment #Podcast #TwoVoiceDevs

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