Top 5 ml-infrastructure Open-Source Projects

metaflow

24 7,559 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

skypilot

33 5,602 9.8 Python

SkyPilot: Run LLMs, AI, and Batch jobs on any cloud. Get maximum savings, highest GPU availability, and managed execution—all with a simple interface.

Project mention: Ask HN: Most efficient way to fine-tune an LLM in 2024? | news.ycombinator.com | 2024-04-04

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.
determined

10 2,851 9.9 Go

Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

Project mention: Open Source Advent Fun Wraps Up! | dev.to | 2024-01-05

17. Determined AI | Github | tutorial

efficient-dl-systems

1 577 7.7 Jupyter Notebook

Efficient Deep Learning Systems course materials (HSE, YSDA)

Project mention: Efficient Deep Learning Systems Course (Yandex/HSE) | news.ycombinator.com | 2024-01-19

aqueduct

2 521 8.7 Go

Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and ML workloads on any cloud infrastructure. (by RunLLM)
WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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).