自動ログが記録をやめるとき — Fabric Experiments

Show Notes

自動ログが記録をやめるとき

Episode 23 • 2026-06-05 Duration: 10:49

Fabricの MLflow自動ログ記録は手間ゼロの実験追跡を約束します。ところがLightGBMやXGBoostで学習すると、メトリクスの列が空白のまま。フレームワークの溝、修正を飲み込むexclusiveフラグ、そしてバックアップにならないGit連携を分解します。

What we discuss

• How it actually works underneath the abstraction
• Where the obvious answer breaks
• A real Reddit/Microsoft Q&A question unpacked
• The pattern we keep seeing in the field
• Risks of the recommended path
• F-SKU realism — what this actually costs
• When the rejected approach is actually right
• The concrete recommended architecture
• The architectural principle to take home

Resources

• mlflow-upgrade
• Machine learning experiments in Microsoft Fabric
• Autologging in Microsoft Fabric
• What is Data Science in Microsoft Fabric?
• Analyze and train data in Microsoft Fabric
• Hyperparameter tuning in Fabric
• Perform hyperparameter tuning with FLAML
• Training visualizations for AutoML
• MLflow 3 in Fabric Data Science
• Tutorial: Create, evaluate, and score a churn prediction model
• Tutorial Part 3: Train and register a machine learning model
• Train models with scikit-learn in Microsoft Fabric
• Machine learning experiments and models Git integration and deployment pipelines (Preview)
• Data science roles and permissions
• Lineage for models and experiments

About the show

AI-generated voices. Matthias — cloned voice. Fabia — designed AI co-host. See Matthias live on YouTube (Fabric Friday), at his meetups, and at conferences like FabCon.

Hosted by Matthias Falland — Microsoft Data Platform MVP and community architect behind the Fabric Periodic Table. New episodes every Friday.

Submit your case

Have an architecture decision you are wrestling with? DM Matthias on LinkedIn — find him as Matthias Falland. Three to five sentences about the decision, your team size, and your current stack. We anonymize before airing.

---

このポッドキャストは AI によって生成されています。どちらの音声も合成です。Matthias はクローン音声、Fabia は設計された AI 共同ホストです。

Brand design based on fabricperiodictable.com.

What is Microsoft Fabric Architecture Podcast (日本語)?

Microsoft Fabric のア���キテクチャ意思決定。匿名化された実際の顧客シナリオ、コストのリアリズム、反論を含む。Fabric Friday の録画に合わせた週刊エピソード。AIにより生成。