Open-source projects categorized as model-management Edit details
Language filter: + Python + Go

Top 4 model-management Open-Source Projects

  • MLflow

    Open source platform for the machine learning lifecycle

    Project mention: [RFP] Product idea for BYOD data science platform | | 2022-06-17

    I think this might be useful to let small-mid-sized DS teams to better utilize their computing resources (e.g., if you have multiple GPU workstations and rely on assigning each one to people to SSH onto, this might be for you) by pooling them and providing a service like Jupyterhub on-top to provide a unified entry point to conduct their work using notebooks. Addons like MLFlow and Kubeflow can be added with single-click as well once the platform is up.

  • metaflow

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

    Project mention: AWS Summit 2022 Australia and New Zealand - Day 2, AI/ML Edition | | 2022-05-20

    As a result of their new DS framework (based on a Metaflow - a DS framework built at Netflix and AWS SageMaker Pipelines), they were able to free up their DS resources so that Software Developers were now trained and equipped to tackle their normal DS projects, at a ratio of 70% DS/ML work was now completed by developers. This leaves the 30% meatier and more difficult problems for the Data Scientists to tackle.

  • Scout APM

    Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.

  • BentoML

    The Unified Model Serving Framework 🍱

    Project mention: How to Build a Machine Learning Demo in 2022 | | 2022-01-16

    Using a general-purpose framework such as FastAPI involves writing a lot of boilerplate code just to get your API endpoint up and running. If deploying a model for a demo is the only thing you are interested in and you do not mind losing some flexibility, you might want to use a specialized serving framework instead. One example is BentoML, which will allow you to get an optimized serving endpoint for your model up and running much faster and with less overhead than a generic web framework. Framework-specific serving solutions such as Tensorflow Serving and TorchServe typically offer optimized performance but can only be used to serve models trained using Tensorflow or PyTorch, respectively.

  • ormb

    Docker for Your ML/DL Models Based on OCI Artifacts

    Project mention: [P] ormb: Docker for Your Models, Help You Manage Models Better | | 2022-04-18

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 2022-06-17.

model-management related posts


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

Project Stars
1 MLflow 12,101
2 metaflow 5,730
3 BentoML 3,606
4 ormb 367
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