Deep Learning classroom exercises

Worksheets and runnable experiments for the HPI Deep Learning course.

Use these worksheets during the classroom sessions. Predict what will happen, run the experiment, and record your explanation with your partner.

Get ready

Follow the installation instructions to clone the student repository and install Python and PyTorch. The code runs on CPU; no GPU or dataset download is needed for either week.

You can read the worksheets here in your browser. Quarto is only needed if you want to render them yourself. Use the appearance toggle in the navigation bar to switch between the black and light backgrounds.

Classroom worksheets

Session Material
Week 1: fitting a line Open the worksheet · Experiment instructions and commands
Week 2: logistic regression Open the worksheet · Notebook and setup

The runnable scripts, source worksheets, and figures are available in the student repository.