Lesson 7: Tools for Deep Learning

Setting up the project

• Make a virtual environment: python3 -m venv .venv
• Activate virtual environment: source .venv/bin/activate
• Install the requirements: pip install -r requirements.txt
• To get the data to work with this project, download this and unzip in the root of the project: https://download.pytorch.org/tutorial/hymenoptera_data.zip

To run an experiment

With the project set up, you can run an experiment with DVC.

$ dvc exp run

To work with checkpoints

To see how checkpoints work, switch to the checkpoints-enabled branch.

$ git checkout checkpoints-enabled

To work with CML

If you're interested in how you can create your own CI/CD for ML projects, check out the add-cml branch.

$ git checkout add-cml

To follow along with the ODSC West Workshop

If you're here to get the start repo for this workshop, check out the odsc-west-workshop branch.

$ git checkout odsc-west-workshop