model-monitoring

Open-source projects categorized as model-monitoring

Top 6 model-monitoring Open-Source Projects

  • evidently

    Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b

    Project mention: State of the Art data drift libraries on Python? | reddit.com/r/mlops | 2022-05-24

    Thank you for your answer. I'm trying it today and the the other libraries mentioned + https://github.com/evidentlyai/evidently

  • nannyml

    Detecting silent model failure. NannyML estimates performance for regression and classification models using tabular data. It alerts you when and why it changed. It is the only open-source library capable of fully capturing the impact of data drift on performance.

    Project mention: [HIRING][Full Time, Part Time, Temporary, Internship, Freelance] Data Science Intern (Remote) | reddit.com/r/jobbit | 2022-05-20

    Description NannyML - creators of an Open Source Python library, are looking for multiple Data Science interns to help across research, prototyping, and product. Github: https://github.com/NannyML/nannyml About Us NannyML is an Open Source Python lib …

  • Scout APM

    Truly a developer’s best friend. Scout APM is great for developers who want to find and fix performance issues in their applications. With Scout, we'll take care of the bugs so you can focus on building great things 🚀.

  • neptune-client

    :ledger: Experiment tracking tool and model registry

    Project mention: A huge list of AI/ML news sources | dev.to | 2022-11-25

    Blog – neptune.ai - Metadata store for MLOps, built for teams that run a lot of experiments. (RSS feed: https://neptune.ai/blog/feed)

  • eurybia

    ⚓ Eurybia monitors model drift over time and securizes model deployment with data validation

    Project mention: State of the Art data drift libraries on Python? | reddit.com/r/mlops | 2022-05-24

    Try out eurybia, from the author of shapash which is a brilliant library as well.

  • inferencedb

    🚀 Stream inferences of real-time ML models in production to any data lake (Experimental)

    Project mention: [P] InferenceDB - Makes it easy to store predictions of real-time ML models in S3 | reddit.com/r/MachineLearning | 2022-06-11
  • reco-model-monitoring

    fastapi + prometheus + grafana 💣

    Project mention: Converting docker-compose to yaml's issue | reddit.com/r/kubernetes | 2022-01-25

    docker-compose

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2022-11-25.

model-monitoring related posts

Index

What are some of the best open-source model-monitoring projects? This list will help you:

Project Stars
1 evidently 2,880
2 nannyml 1,251
3 neptune-client 346
4 eurybia 167
5 inferencedb 71
6 reco-model-monitoring 0
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