model-management

Open-source projects categorized as model-management
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Language: + Python + Java + Go + JavaScript
Topics: Machine Learning AI ML Deep Learning Data Science
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Top 7 model-management Open-Source Projects

  • MLflow

    Open source platform for the machine learning lifecycle

    • Project mention: Observations on MLOps–A Fragmented Mosaic of Mismatched Expectations | dev.to | 2024-04-26

    How can this be? The current state of practice in AI/ML work requires adaptivity, which is uncommon in classical computational fields. There are myriad tools that capture the work across the many instances of the AI/ML lifecycle. The idea that any one tool could sufficiently capture the dynamic work is unrealistic. Take, for example, an experiment tracking tool like W&B or MLFlow; some form of experiment tracking is necessary in typical model training lifecycles. Such a tool requires some notion of a dataset. However, a tool focusing on experiment tracking is orthogonal to the needs of analyzing model performance at the data sample level, which is critical to understanding the failure modes of models. The way one does this depends on the type of data and the AI/ML task at hand. In other words, MLOps is inherently an intricate mosaic, as the capabilities and best practices of AI/ML work evolve.

  • 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 most flexible way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Inference Graph/Pipelines, Compound AI systems, Multi-Modal, RAG as a Service, and more!

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

    Link to GitHub -->

  • modeldb

    Open Source ML Model Versioning, Metadata, and Experiment Management

    • Project mention: modeldb VS cascade - a user suggested alternative | libhunt.com/r/modeldb | 2023-12-12

  • ormb

    Docker for Your ML/DL Models Based on OCI Artifacts

  • modelchimp

    Experiment tracking for machine and deep learning projects

  • 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.

  • SaaSHub

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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).

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

  • [OC] Gender diversity in Tech companies

    3 projects | /r/dataisbeautiful | 16 Jan 2023

  • [P] Docker alternative for AI/ML

    2 projects | /r/MachineLearning | 8 Sep 2022

  • ormb: Docker for Your ML/DL Models Based on OCI Artifacts

    1 project | /r/CKsTechNews | 23 Aug 2022
  • A note from our sponsor - InfluxDB
    www.influxdata.com | 4 May 2024
    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. Learn more →

Index

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

Project Stars
1 MLflow 17,284
2 metaflow 7,607
3 BentoML 6,558
4 modeldb 1,669
5 ormb 447
6 modelchimp 126
7 tungstenkit 24

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