Python model-monitoring

Open-source Python projects categorized as model-monitoring Edit details

Top 5 Python model-monitoring 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 with an algorithm called Confidence-based Performance estimation (CBPE), developed by core contributors. It is the only open-source algorithm 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 …

  • SonarQube

    Static code analysis for 29 languages.. Your projects are multi-language. So is SonarQube analysis. Find Bugs, Vulnerabilities, Security Hotspots, and Code Smells so you can release quality code every time. Get started analyzing your projects today for free.

  • neptune-client

    :ledger: Experiment tracking tool and model registry

    Project mention: [D] Maintaining documentation with live results from experiments | reddit.com/r/MachineLearning | 2022-05-29

    In the case of neptune.ai we don't have this feature but you can query and retrieve the metadata you logged programmatically using the Python Client and use it to create a custom report/dashboard using tools like notion, streamlit, gradio, dash and etc. You also can have a cron-job that updates the report periodically or when there is a new experiment logged to Neptune.

  • inferencedb

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

    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 2022-06-11.

Python model-monitoring related posts

Index

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

Project Stars
1 evidently 2,587
2 nannyml 1,057
3 neptune-client 318
4 inferencedb 67
5 reco-model-monitoring 0
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