horovod VS polyaxon

Compare horovod vs polyaxon and see what are their differences.

Our great sponsors
  • Nanos - Run Linux Software Faster and Safer than Linux with Unikernels
  • Scout APM - A developer's best friend. Try free for 14-days
  • SaaSHub - Software Alternatives and Reviews
horovod polyaxon
3 4
11,881 2,950
0.7% 0.6%
9.3 9.3
7 days ago 5 days ago
Python Python
GNU General Public License v3.0 or later Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

horovod

Posts with mentions or reviews of horovod. We have used some of these posts to build our list of alternatives and similar projects.
  • [D] GPU buying recommendation
    1 project | reddit.com/r/MachineLearning | 17 Jul 2021
    If you just want to run tensorflow or pytorch for a Jupyter notebook, setting the environment shouldn't be difficult. I know that AWS has a marketplace of preconfigured images. However, you can go as advanced as setting up a cluster of gpu-equipped nodes to setup Horovod (https://github.com/horovod/horovod) to do distributed machine learning. Yes, there's a learning curve, but you cannot acquire this skillet any other way.
  • SKLean, TensorFlow, etc vs Spark ML?
    1 project | reddit.com/r/apachespark | 12 Feb 2021
    I'm the maintainer for an open source project called Horovod that allows you to distribute deep learning training (e.g., TensorFlow) on platforms like Spark.
  • Cluster machine learning
    1 project | reddit.com/r/HPC | 11 Feb 2021
    You'll want to use horovod to run keras in a distributed system. Then use Slurm to manage the cluster and run the job.

polyaxon

Posts with mentions or reviews of polyaxon. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-08-08.

What are some alternatives?

When comparing horovod and polyaxon you can also consider the following projects:

MLflow - Open source platform for the machine learning lifecycle

petastorm - Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.

DeepDanbooru - AI based multi-label girl image classification system, implemented by using TensorFlow.

NudeNet - Neural Nets for Nudity Detection and Censoring

thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries

pytorch-summary - Model summary in PyTorch similar to `model.summary()` in Keras

onepanel - The open source, end-to-end computer vision platform. Label, build, train, tune, deploy and automate in a unified platform that runs on any cloud and on-premises.

AdamP - AdamP: Slowing Down the Slowdown for Momentum Optimizers on Scale-invariant Weights (ICLR 2021)

NLNS - Neural Large Neighborhood Search for the Capacitated Vehicle Routing Problem

mpi-operator - Kubernetes Operator for Allreduce-style Distributed Training

ploomber - Write maintainable, production-ready pipelines using Jupyter or your favorite text editor. Develop locally, deploy to the cloud. ☁️

eaf-jupyter - Jupyter in Emacs