Individual skill
weights-and-biases
Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform
skills/mlops/evaluation/weights-and-biases/SKILL.md
Source commit f87633900ae185b8037bf451a914fe7eeae1eb08
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Instructions only
- Last checked
- Nov 3, 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)
- 1,275
- Repository last updated
- Apr 5, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- engineering 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 · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesSKILL.mdcore · 12,478 bytesreferences/artifacts.mddoc · 13,425 bytesreferences/integrations.mddoc · 16,219 bytesreferences/sweeps.mddoc · 17,675 bytes
Read excerpt
# Weights & Biases: ML Experiment Tracking & MLOps
## When to Use This Skill
Use Weights & Biases (W&B) when you need to:
- **Track ML experiments** with automatic metric logging
- **Visualize training** in real-time dashboards
- **Compare runs** across hyperparameters and configurations
- **Optimize hyperparameters** with automated sweeps
- **Manage model registry** with versioning and lineage
- **Collaborate on ML projects** with team workspaces
- **Track artifacts** (datasets, models, code) with lineage
**Users**: 200,000+ ML practitioners | **GitHub Stars**: 10.5k+ | **Integrations**: 100+