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https://github.com/iterative/workshop-uncool-mlops

Accompanies the uncool MLOps workshop
https://github.com/iterative/workshop-uncool-mlops

dvc workshop

Last synced: 11 months ago
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Accompanies the uncool MLOps workshop

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README

          

# workshop-uncool-mlops

![Overview](./docs/imgs/overview.png)

![Issue Labeler](./docs/imgs/issue-labeler.jpg)

- :star: -> https://github.com/iterative/dvc
- :star: -> https://github.com/iterative/dvclive
- :star: -> https://github.com/iterative/cml
- :star: -> https://github.com/huggingface/transformers

# Before we start

- Fork this repo https://github.com/iterative/workshop-uncool-mlops
- Clone **your fork**.

- Intall:

```console
$ python -m venv .venv
$ source .venv/bin/activate
$ python -m pip install --upgrade pip
$ pip install wheel
$ pip install -r requirements.txt
```

- Create a [GitHub personal access token](https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/creating-a-personal-access-token)

```console
$ export GITHUB_TOKEN={YOUR_GITHUB_TOKEN}
```

# Current status

1. [Local Reproducibility](./docs/1-local-reproducibility.md)

# Workshop

2. [Shared Reproducibility](./docs/2-shared-reproducibility.md)

3. [Online Reproducibility](./docs/3-online-reproducibility.md)

4. [Deployment](./docs/4-deployment.md)

5. [Automation](./docs/5-automation.md)