Data Pipelines for Large-Scale Training — Roadmap Step & Resources
Streaming and sharding datasets too large to fit in memory
- Level: advanced
- Estimated time: 1 days
- Roadmap: Deep Learning & Neural Networks
Before this step
Study resources
- torch.utils.data (Article) — The official PyTorch documentation on building efficient, scalable data pipelines.
- Building Data Pipelines for Deep Learning Explained (Video) — Covers efficiently feeding large datasets to a training loop.
Part of
- MLOps for Deep Learning — section
- Deep Learning & Neural Networks roadmap — the full learning path