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INDEPENDENT PRACTICE
Databricks Certified Machine Learning Associate
These are independently written practice questions, not official exam questions. Difficulty is not calibrated; scores do not predict an official result or guarantee a pass.
Questions and explanations are in Japanese on both language versions. The interface language does not change the material language.
Across all 391 questions, 55 received independent sample review and 336 received author review. The full bank has not been independently re-reviewed.
Code examples have not been run in Databricks, and difficulty has not been calibrated against the official exam.
Material provenance and limitations
- Independent practice material based on public exam guides and product documentation. It is not an official Databricks question bank.
- These are original questions, not reproduced or leaked exam questions. Difficulty, pass marks and passing the certification are not guaranteed.
- Question counts and approximate domain allocations follow the published exam scope. One practice set does not cover every possible objective or product feature.
- Sources were checked on 4 October 2026 JST. Exam revisions, product names, runtimes, cloud availability, preview status and exam languages can change. Check the official guide before taking an exam.
Material notes (Japanese)
- 独自に作成した非公式の日本語練習問題。公式問題・公式サンプル・流出問題を再現したものではなく、合格を保証しない。
- 採点対象48問・90分と領域比率は確認日の公式認定ページに基づく。整数配分18/9/15/6は練習用の近似であり、実試験の固定配分を示さない。
- 公式ページの第2領域名は ML Workflows、リンク先試験ガイドの第2節は Data Processing。内容はガイドのデータ処理目標に対応させた。
- 試験には別途非採点問題が含まれる場合がある。本模擬試験は採点対象数に合わせた全48問・単一選択。
- ガイドは Hyperopt と Delta Live Tables の表記を含む。現行文書では Hyperopt は非推奨で16.4 LTS ML後のRuntimeに同梱されず、推奨はOptuna/Ray。Delta Live Tablesは現行のLakeflow系パイプライン表記と対応させて学ぶ。
- 製品機能・Runtime・API・公式試験仕様は更新され得るため、受験前に公式ガイドと利用環境の版を再確認する。
- 日本語の独自教材です。公式試験の提供言語は別記のとおりで、日本語版試験が存在することを意味しません。
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