auto_experiment
CommunityAutomate ML experiments end-to-end.
AuthorGonglitian
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Automated end-to-end ML experiment workflows by coordinating setup, planning, execution, evaluation, and reporting.
Core Features & Use Cases
- End-to-end workflow orchestration: workspace setup, planning, running experiments, live monitoring, and final reporting.
- Context-rich documentation: automatic sketch updates, per-round exp logs, and findings to improve reproducibility.
- Safe data management: data is symlinked and outputs are kept separate from source data to prevent accidental modification.
For example, researchers can run multiple rounds with different hyperparameters, automatically generate baselines, and produce a comprehensive final report.
Quick Start
Provide code path, data path, and workspace, plus an instruction, and the skill will run the full experiment cycle.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: auto_experiment Download link: https://github.com/Gonglitian/agent-skills/archive/main.zip#auto-experiment Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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