nn-template
energy-forecasting
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| nn-template | energy-forecasting | |
|---|---|---|
| 4 | 1 | |
| 613 | 786 | |
| 2.8% | - | |
| 7.2 | 8.5 | |
| 7 months ago | 25 days ago | |
| Python | Python | |
| MIT License | MIT License |
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nn-template
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What libs/boiler plate/platforms do you use to abstract and optimize your workflow when starting a new project? [D]
If I was starting a new project, Iād like to try using this cookiecutter template: https://github.com/grok-ai/nn-template
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MLOps stack using Pycaret
I would pick a project that interests you as that'll help you power through. If there's nothing that comes to mind, image classification is fairly standard. PyCaret does a lot but if you want to understand each of the tools you've listed, I'd recommend tackling each one separately. That being said, I don't think there's anything wrong starting with using a high level library and diving deeper as the need arises. If you do decide to build it piece by piece, it sometimes useful to have a library that'll help you start and remove the boilerplate of all of these tools. I came across a template repo which has a bunch of the tools you've listed which could be a good starting point: https://github.com/lucmos/nn-template
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[P] Generic template to bootstrap your PyTorch project with PyTorch Lightning, Hydra, W&B, DVC, and Streamlit
Link: https://github.com/lucmos/nn-template
- Template to bootstrap your project with PyTorch Lightning, Hydra, W&B and DVC
energy-forecasting
What are some alternatives?
lightning-hydra-template - Deep Learning project template best practices with Pytorch Lightning, Hydra, Tensorboard.
gcp-fastapi-poetry - Template repo for a GCP-hosted REST API with automatic API versioning and custom domain mapping
lightning-hydra-template - PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ā”š„ā”
fastapi-greatexpectations - Run greatexpectations.io on ANY SQL Engine using REST API. Supported by FastAPI, Pydantic and SQLAlchemy as best data quality tool
garage - A toolkit for reproducible reinforcement learning research.
flux-restful-api - Flux RESTful API provided by FastAPI
pytorch_tempest - My repo for training neural nets using pytorch-lightning and hydra
fastapi-realworld-example-app - Backend logic implementation for https://github.com/gothinkster/realworld with awesome FastAPI