{"repo":"rayanrsr/ml-project-template","free":true,"listed":false,"github":"https://github.com/rayanrsr/ml-project-template","clone":"git clone https://github.com/rayanrsr/ml-project-template.git","description":"Get started on your Machine Learning or Deep Learning projects with the best practices!","language":"Python","stars":10,"topics":["deep-learning","docker","hydra","machine-learning","python","pytorch","pytorch-lightning","software-engineering","template","on-boarding"],"license":null,"category":"machine-learning","readme_excerpt":"Machine Learning Project Template Click on Use this template to start your own project! or go to the Documentation for more information. A template for machine learning or deep learning projects. 🧠 Features - [x] Easy to implement your own model and dataloader through hydra instantiation of datamodules and models - [x] Configurable hyperparameters with Hydra - [x] Logging with the solution that fits your needs - [x] Works on CPU, multi-GPU, and multi-TPUs - [x] Use bleeding edge UV to manage packages - [x] pre-commits hooks to validate code style and quality - [x] Hydra instantiation of models and dataloaders - [x] torch.compile of models - [x] Tensors typing validation with TorchTyping - [x] Dockerized project (Dockerfile, run tests and training through docker, optionally docker-compose) - [x] Examples of efficient multi-processing using python's pool map - [x] Examples using polars for faster and more efficient dataframe processing - [x] Example of mock tests using pytest - [x] Util scripts to download dataset from kaggle - [x] Cloud data retrieval using cloudpathlib (launch your training on AWS, GCP, Azure) - [x] Architecture and example of creating the model serving API through LitServe - [x] Wiki creation and setup of documentation website with best integrations through Mkdocs ⚙️ Steps for Installation - [ ] Use this repository as a template - [ ] Clone your repository - [ ] Run just install to install the dependencies - [ ] Add your model which inherits from LightningM","default_branch":null,"files":null,"tree":[],"storefront":"/r/rayanrsr","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/rayanrsr/ml-project-template/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}