Python model-management

Open-source Python projects categorized as model-management
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Topics: Machine Learning AI model-deployment ML Kubernetes
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Top 4 Python model-management Projects

  • MLflow

    Open source platform for the machine learning lifecycle

    • Project mention: Mlflow: Open-source platform for the machine learning lifecycle | news.ycombinator.com | 2024-05-16

  • metaflow

    :rocket: Build and manage real-life ML, AI, and data science projects with ease!

    • Project mention: FLaNK Stack 05 Feb 2024 | dev.to | 2024-02-05

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

    InfluxDB logo

  • BentoML

    The easiest way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Multi-model Inference Graph/Pipelines, LLM/RAG apps, and more!

    • Project mention: Who's hiring developer advocates? (December 2023) | dev.to | 2023-12-04

    Link to GitHub -->

  • tungstenkit

    ML container made simple

    • Project mention: We built a website and an open-source tool for hosting and sharing ML models | /r/StableDiffusion | 2023-10-25

    - Cloud: https://tungsten.run (storing & running models, community) - SDK: https://github.com/tungsten-ai/tungstenkit (building/pulling/pushing models, launching web UI & API server) - Stable Diffusion template: https://github.com/tungsten-ai/tungsten-sd (building/customizing SD models easily) The website is currently in beta and I hope to hear your feedback.

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).

Python model-management related posts

  • modeldb VS cascade - a user suggested alternative

    2 projects | 12 Dec 2023

  • project ideas/advice for entry-level grad jobs?

    1 project | /r/MLQuestions | 13 Jun 2023

  • Two high schoolers trying to use Azure/GCP/AWS- need help!

    1 project | /r/googlecloud | 11 May 2023

  • Selfhosted chatGPT with local contente

    3 projects | /r/selfhosted | 24 Feb 2023

  • Model artifacts mess and how to deal with it?

    2 projects | /r/mlops | 19 Aug 2022

  • Going to Production with Github Actions, Metaflow and AWS SageMaker

    3 projects | dev.to | 13 Aug 2022

  • Congratulations on v1.0, BentoML 🍱 ! You are r/mlops OSS of the month!

    1 project | /r/mlops | 31 Jul 2022
  • A note from our sponsor - SaaSHub
    www.saashub.com | 29 May 2024
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Index

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

Project Stars
1 MLflow 17,475
2 metaflow 7,688
3 BentoML 6,627
4 tungstenkit 25

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