# Convolution Practice

> ML preparation set.

- Stable ID: `convolution-practice`
- Area: machine-learning
- Kind: practice
- Timebox: 20 minutes

Compute convolution geometry and parameter counts accurately.

## Instructions

1. Write the output-size formula before substituting values.

## Ordered items

1. [Convolution output shape and parameters](https://mlprep.iwase.dev/item/original-ml-convolution/?set=convolution-practice) — `original-ml-convolution` (6 min)

## Completion

Compute shapes and parameter counts without framework assistance.
