experiment-tracking

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name: experiment-tracking description: 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

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