Individual skill
ray-data
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of nodes. Use for batch inference, data preprocessing, multi-modal data loading, or distributed ETL pipelines.
skills/data-processing/ray-data/SKILL.md
Source commit 3456bb4cfa534b491ca0f826a8c7e29919a8aaf4
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 10, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,199
- Repository last updated
- Nov 11, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- ai-scientist Repository topic
- auto-research Repository topic
- claude-code Repository topic
- claude-science-desktop-alternative Repository topic
- claude-science-free Repository topic
- literature-review Repository topic
- paper-writing Repository topic
- research-assistant Repository topic
- data-processing Declared skill tag
- ray-data Declared skill tag
- distributed-computing Declared skill tag
- ml-pipelines Declared skill tag
- batch-inference Declared skill tag
- etl Declared skill tag
- scalable Declared skill tag
- ray Declared skill tag
- pytorch Declared skill tag
- tensorflow Declared skill tag
- data Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesSKILL.mdcore · 7,328 bytesreferences/integration.mddoc · 1,851 bytesreferences/transformations.mddoc · 1,664 bytes
No licensed excerpt is available. You can inspect the pinned source.