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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# sunflow\n\nA toy project for MLOps using python, pytorch, W\u0026amp;B, fly.io\n\n## Motivation\n\nThis repository contains the implementation of various software to support end-to-end MLOps from development to deployment.\n\n## Services\n\nGithub: Code Repository\nCI/CD: Github Action\nContainer: Docker\nTracking: Weight and Biases\nRegisty: Weight and Biases\nDeployment: Fly.io\n\n## Use case\n\nThe use case of this repository is handwritten character recognition.\nThis may change the future to create more challenging process of the development or support multiple projects at once.\n\n## Branches\n\n```\n├── main        \u003c- Release version\n├── dev         \u003c- Model development\n├── feat        \u003c- Using this as prefix feat/* to develop specific feature\n```\n\n## Directory\n\nThe directory structure of your new project looks like this:\n\n```\n├── LICENSE\n├── README.md          \u003c- The top-level README for developers using this project.\n├── data\n│   ├── processed      \u003c- The final, canonical data sets for modeling.\n│   └── raw            \u003c- The original, immutable data dump.\n├── notebooks          \u003c- notebook development.\n├── models             \u003c- weights and dependencies.\n├── src                \u003c- scripts for training and evaluating.\n```\n\n## Installation\n\n`pip install -r requirements`\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fandreaschandra%2Fsunflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fandreaschandra%2Fsunflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fandreaschandra%2Fsunflow/lists"}