kubeproject
A set of tools built to simplify daily driving of cloud resources for individual VM access, Kubernetes batch jobs and miscellaneous useful functionality related to cloud-based ML research (by BayesWatch)
minimal-ml-template
A very minimal ml project template that uses HF transformers and wandb to train a simple NN and evaluate it, in a stateless manner compatible with Spot instances kubernetes workflows (by AntreasAntoniou)
| kubeproject | minimal-ml-template | |
|---|---|---|
| 1 | 1 | |
| 1 | 35 | |
| - | - | |
| 3.1 | 2.0 | |
| 12 months ago | about 1 year ago | |
| Python | Python | |
| MIT License | MIT License |
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.
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.
kubeproject
Posts with mentions or reviews of kubeproject.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-02-02.
-
[Project] I built a minimal stateless ML project template built on my current favourite stack
It provides plug and play functionality that allows easy hyperparameter search on Kubernetes clusters using [BWatchCompute](https://github.com/BayesWatch/bwatchcompute) and some readily available scripts and yaml templates.
minimal-ml-template
Posts with mentions or reviews of minimal-ml-template.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-02-02.
-
[Project] I built a minimal stateless ML project template built on my current favourite stack
I am here today to share with you all a minimal ml project template that I've recently built, which can be found at https://github.com/AntreasAntoniou/minimal-ml-template/. I became increasingly annoyed at how there weren't any repos out there that provided **stateless** ML project templates, which are absolutely necessary when using kubernetes on spot instances, and I decided to build one. By stateless I mean a repo that by default can store model weights in a remote repo and then download them to continue from where it left off if the previous machine dies. The result was this repository.
What are some alternatives?
When comparing kubeproject and minimal-ml-template you can also consider the following projects:
hydra-zen - Create powerful Hydra applications without the yaml files and boilerplate code.