Step 1: TheoryTheory Article
Convolutional Neural Networks Overview
Study the core concepts and background material for this learning item.
Step 2: PracticeDeep-ML Challenge
Conv2D Exercise
Solve the challenges and apply your knowledge interactively.
Hard25 min estimated study
Overview
Implement forward spatial filter sweeps calculating convolutional feature maps.
Learning Objectives
- Apply filter kernels across input tensor dimensions
- Account for stride and zero-padding configurations in outputs
Prerequisites
Item #52The Convolutional Classifier
LockedTracking Control
Completion Reward+250 XP
Study Checklist
Studied theory resource
Completed practice exercise