/compare

Compare multiple ML experiment runs side-by-side to identify the best configuration.

rohitg00@rohitg00

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rohitg00-claude-code-toolkit

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$ npx -y skills add rohitg00/awesome-claude-code-toolkit --agent claude-code

How it fires

How this command gets triggered: by you, by Claude, or both.

Fires itselfClaude auto-loads it when your prompt matches the work.
You can call itInvoke it directly when you want it.
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What this command does when you run it.

Compare multiple ML experiment runs side-by-side to identify the best configuration.

Command definition

compare.md

name: compare
description: Compare multiple ML experiment runs side-by-side to identify the best configuration.

Compare multiple ML experiment runs side-by-side to identify the best configuration.

Steps

1. Load experiment records from the tracking store. 2. Select experiments to compare: 3. Build a comparison table: 4. Analyze parameter sensitivity: 5. Generate visualizations: 6. Identify the winning configuration: 7. Recommend next experiments to try.

Format

Comparison: <N> experiments
Best Run: <experiment name>
Key Findings:
  - <parameter X> has <impact> on <metric Y>

Rules

Only compare experiments with the same dataset version.
Use consistent metrics across all compared runs.
Statistical significance matters; do not draw conclusions from single runs.

Read it on GitHub ↗

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