Data Augmentation for Images — Roadmap Step & Resources
Artificially expanding a training set with transformations to improve generalization
- Level: advanced
- Estimated time: 1 days
- Roadmap: Deep Learning & Neural Networks
Before this step
Study resources
- Illustration of transforms (Article) — The official PyTorch documentation's illustration of image data augmentation transforms.
- Data Augmentation Explained (Video) — A practical walkthrough of augmenting images to improve model generalization.
Part of
- Convolutional Neural Networks (CNNs) — section
- Deep Learning & Neural Networks roadmap — the full learning path