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Experiment Tracking

experiment-tracking

Integrate Trackio for experiment tracking in Kaggle competitions. Use PROACTIVELY when user trains models, logs metrics, or manages experiments. Keywords: 実験, 訓練, train, training, tracking, metrics, 指標, ログ

majiayu000/claude-skill-registry0installs663stars

SKILL.md

Full skill instructions

When to Use (PROACTIVE)

This skill should be activated automatically when:

  • User starts model training
  • User mentions keywords: "実験", "訓練", "train", "training", "tracking"
  • User needs to track hyperparameters or metrics
  • New training script creation
  • User asks about experiment management

What This Skill Does

Ensures all training runs are properly tracked with Trackio:

  • Local-first experiment tracking (no cloud required)
  • W&B-compatible API
  • Automatic metric logging
  • Gradio dashboard for visualization

How to Use

Refer to trackio-guide.md for detailed implementation patterns including:

  • trackio.init() configuration
  • Metric logging in training loops
  • Dashboard usage
  • Cross-validation tracking
  • Complete training script examples