Public notes

    Model Deployment

    Model Deployment

    Taking a model from notebook to production — serialization, APIs, monitoring.

    Overview

    Add a short personal take on this subject — why it matters to you, where you use it.

    Key Concepts

    • Pickle & joblib
    • Flask / FastAPI
    • Docker basics
    • Model monitoring
    • Versioning

    Skills

    Learned

    Skills I'm confident with. Tag with #learned.

    Learning

    Skills I'm actively working on. Tag with #learning.

    To Learn

    Skills on the roadmap. Tag with #to-learn.

    Projects

    Projects that use this subject. These will also show up as backlinks when project notes link here with [[Model Deployment]].

    Resources

    Books, courses, papers, videos.

    Notes

    Free-form notes, gotchas, insights.