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daavoo/model-pyday-bcn-2021

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model-pyday-bcn-2021

Making MLOps Uncool Again

0. Repo setup (already run for you)
git clone git@github.com:daavoo/model-pyday-bcn-2021.git
cd model-pyday-bcn-2021
pip install -r requirements.txt
dvc init

You should be able to follow all the steps bellow without leaving the browser.


1. Fork this repo


2. Run Import Dataset Workflow

  • Create folder on Google Drive.

  • Copy the URL.

Add remote to `.dvc/config`
[core]
    remote = myremote
['remote "myremote"']
    url = gdrive://{YOUR_URL}
Create `secrets.GDRIVE_CREDENTIALS_DATA`
  • Go to Actions -> Import Dataset -> Run Workflow.

3. Run Train Workflow

  • Edit params.yaml from the GitHub Interface.

  • Change learning_rate.

  • Select Create a new branch for this commit and start a pull request


Bonus: Operation Vacation

  • Update Train workflow to run on cron schedule.

imagen

Bonus: Run Pipeline from Studio

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