Loss Functions — Roadmap Step & Resources
MSE, cross-entropy and choosing the right loss for a given task
- Level: intermediate
- Estimated time: 1 days
- Roadmap: Deep Learning & Neural Networks
Before this step
Interview questions
- Why is MSE a poor loss function choice for a classification problem?
Study resources
- Neural Networks Pt. 6: Cross Entropy (Video) — StatQuest's widely-loved explanation of cross-entropy loss for classification.
- Loss Functions (Article) — The official PyTorch documentation's reference for common loss functions.
Part of
- Neural Network Fundamentals — section
- Deep Learning & Neural Networks roadmap — the full learning path