hydra-zen VS minimal-ml-template

Compare hydra-zen vs minimal-ml-template and see what are their differences.

hydra-zen

Create powerful Hydra applications without the yaml files and boilerplate code. (by mit-ll-responsible-ai)
Configuration Machine Learning dataclasses dynamic-configuration yaml-configuration Pytorch pytorch-lightning Reproducibility reproducible-science Scalable Configurable Machinelearning Deep Learning
Source Code
mit-ll-responsible-ai.github.io
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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)
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hydra-zen minimal-ml-template
1 1
281 35
7.1% -
9.4 2.0
1 day ago about 1 year ago
Python Python
MIT License MIT License
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hydra-zen

Posts with mentions or reviews of hydra-zen. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-02-02.

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
    3 projects | /r/MachineLearning | 2 Feb 2023
    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 hydra-zen and minimal-ml-template you can also consider the following projects:

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

traingenerator - 🧙 A web app to generate template code for machine learning

memorization - Code for "On Memorization in Probabilistic Deep Generative Models"

forward-forward-pytorch - Forward Forward algorithm (by Geoffrey Hinton) implemented with pytorch.

lightning-hydra-template - PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

pytorch-forecasting - Time series forecasting with PyTorch

lightning-flash - Your PyTorch AI Factory - Flash enables you to easily configure and run complex AI recipes for over 15 tasks across 7 data domains

hydra-zen vs kubeproject minimal-ml-template vs kubeproject hydra-zen vs traingenerator hydra-zen vs memorization hydra-zen vs forward-forward-pytorch hydra-zen vs lightning-hydra-template hydra-zen vs pytorch-forecasting hydra-zen vs lightning-flash