Top 4 Python model-management Projects

MLflow

55 17,234 9.9 Python

Open source platform for the machine learning lifecycle

Project mention: My Favorite DevTools to Build AI/ML Applications! | dev.to | 2024-04-23

MLflow is an open-source platform for managing the end-to-end machine learning lifecycle. It includes features for experiment tracking, model versioning, and deployment, enabling developers to track and compare experiments, package models into reproducible runs, and manage model deployment across multiple environments.

metaflow

24 7,586 9.2 Python

: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

www.influxdata.com sponsored

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.
BentoML

16 6,537 9.8 Python

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 -->

tungstenkit

1 24 8.7 Python

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).