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Distributed ML Systems

Platforms and frameworks for large-scale distributed machine learning that enable efficient execution of ML algorithms across computing clusters, optimizing for performance and scalability with big data.

The Linux Foundation

by The Linux Foundation

22 projects ・ Updated 14 Mar 2025

Project
Contributors
Organizations
Software value
TensorFlow
47,448
6,209
$204M
Kubeflow
10,797
2,326
$442M
PaddlePaddle
9,428
490
$106M
Ray
9,078
1,539
$54M
PyTorch Lightning
7,476
1,512
$4.6M
Apache MXNet
6,176
848
$19M
XGBoost
5,949
841
$6.4M
Unsloth
4,006
539
$1.6M
CatBoost
3,579
353
$243M
LightGBM
3,187
491
$3.4M
Hugging Face Accelerate
2,848
532
$1.9M
Horovod
2,264
339
$2.8M
MindSpore
1,726
70
$122M
Metaflow
997
222
$4.8M
Compute Library
776
97
$44M
OneFlow
697
79
$18M
Apache SystemDS
591
42
$102M
Angel
484
54
$23M
DMLC-Core
417
101
$664K
FedML
402
57
$7.9M
CLAIMED
335
17
$4.7M
DLRover
245
34
$4.6M
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