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Welcome to the LF Deep Learning Foundation wiki, where you will find information with a cross project focus. For individual projects, follow the links below.


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LF Deep Learning Foundation is a project of The Linux Foundation that supports open source innovation in artificial intelligence, machine learning, and deep learning. LF Deep Learning was created to support numerous technical projects within this important space.

With LF Deep Learning, members are working to create a neutral space for harmonization and acceleration of separate technical projects focused on AI, ML, and DL technologies.


For more information, please view the How to Get Involved deck.

Questions? Please email info@lfdl.io.

Projects

Title

Project

Status

Description

Acumos AI

Graduation

Acumos is an Open Source Platform, which supports design, integration and deployment of AI models. Furthermore, Acumos supports an AI marketplace that empowers data scientists to publish adaptive AI models, while shielding them from the need to custom develop fully integrated solutions.

Angel


INCUBATION

Angel is a high-performance distributed machine learning platform based on the philosophy of Parameter Server. It is tuned for performance with big data from Tencent and has a wide range of applicability and stability, demonstrating increasing advantage in handling higher dimension model.

EDL

INCUBATION

EDL optimizes the global utilization of the cluster running deep learning job and the waiting time of job submitters. It includes two parts: a Kubernetes controller for the elastic scheduling of distributed deep learning jobs, and a fault-tolerable deep learning framework.

Horovod


INCUBATION

Horovod, a distributed training framework for TensorFlow, Keras and PyTorch, improves speed, scale and resource allocation in machine learning training activities. Uber uses Horovod for self-driving vehicles, fraud detection, and trip forecasting. It is also being used by Alibaba, Amazon and NVIDIA. Contributors to the project outside Uber include Amazon, IBM, Intel and NVIDIA.

Pyro

INCUBATION

Pyro is a universal probabilistic programming language (PPL) written in Python and supported by PyTorch on the backend. Pyro enables flexible and expressive deep probabilistic modeling, unifying the best of modern deep learning and Bayesian modeling.



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titleHelp Us Improve the Wiki

This Wiki is owned by the LF Deep Learning Foundation Community. Contributions are always welcomed to help improve it! In the upper right of this page, select Log In to contribute. You will need a Linux Foundation ID (created at https://identity.linuxfoundation.org/) to log in. For a Confluence overview, click here.


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