https://github.com/bataeves/paper-replication
Repository for paper replication projects
https://github.com/bataeves/paper-replication
Last synced: about 1 year ago
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Repository for paper replication projects
- Host: GitHub
- URL: https://github.com/bataeves/paper-replication
- Owner: bataeves
- Created: 2024-01-20T12:54:15.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2024-02-10T16:16:03.000Z (over 2 years ago)
- Last Synced: 2025-02-13T23:44:39.465Z (over 1 year ago)
- Language: Python
- Size: 273 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# paper-replication
Repository for ML paper replication projects. The purpose of this repo is to implement paper with the engineering best
practices.
# Structure
Checklist on what should be implemented:
- [ ] Basic implementation
- [ ] Adding tests
- [ ] Adding documentation
- [ ] Adding experimentation framework support ([Weights and Biases](https://wandb.ai/))
- [ ] Checkpointing support
- [ ] Adding model observability
- [ ] Hyperparameter tuning
- [ ] Apply optimization techniques
- [ ] Adding demo application
# Papers replicated
## Vision transformer
Based on [PyTorch Paper Replicating](https://www.learnpytorch.io/08_pytorch_paper_replicating/) article.
[An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale](https://arxiv.org/abs/2010.11929).
# Backlog
https://paperswithcode.com/sotas