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
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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
