[{"id":"67811","title":"Advanced Machine Learning on Google Cloud の概要","description":"

このモジュールでは、コースで学習するトピックと、Google Cloud を使い各ラボを完了するための Qwiklabs の使い方を紹介します。

","steps":[{"id":"466965","prompt":null,"isOptional":true,"activities":[{"id":"459738","href":"/paths/17/course_templates/17/video/459738?locale=ja","isLocked":false,"duration":89000,"title":"Advanced Machine Learning on Google Cloud","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466966","prompt":null,"isOptional":true,"activities":[{"id":"459739","href":"/paths/17/course_templates/17/video/459739?locale=ja","isLocked":false,"duration":96000,"title":"ようこそ","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"67812","title":"本番環境 ML システムの構築","description":"

このモジュールでは、本番環境 ML システムで行う必要のあるその他の事項、およびそれらの必要事項を満たす方法について掘り下げます。モデルの適切なパフォーマンスプロファイルを作成するために、トレーニングおよびモデルのサービングのニーズについて、重要なハイレベルの設計上の意思決定を適切に行う方法を確認します。

","steps":[{"id":"466967","prompt":null,"isOptional":true,"activities":[{"id":"459740","href":"/paths/17/course_templates/17/video/459740?locale=ja","isLocked":false,"duration":121000,"title":"ML システムの構築","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466968","prompt":null,"isOptional":true,"activities":[{"id":"459741","href":"/paths/17/course_templates/17/video/459741?locale=ja","isLocked":false,"duration":309000,"title":"データの抽出、分析、準備","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466969","prompt":null,"isOptional":true,"activities":[{"id":"459742","href":"/paths/17/course_templates/17/video/459742?locale=ja","isLocked":false,"duration":148000,"title":"モデルのトレーニング、評価、検証","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466970","prompt":null,"isOptional":true,"activities":[{"id":"459743","href":"/paths/17/course_templates/17/video/459743?locale=ja","isLocked":false,"duration":177000,"title":"トレーニング済みモデル、予測サービス、パフォーマンスモニタリング","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466971","prompt":null,"isOptional":true,"activities":[{"id":"459744","href":"/paths/17/course_templates/17/video/459744?locale=ja","isLocked":false,"duration":286000,"title":"トレーニングデザインに関する意思決定","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466972","prompt":null,"isOptional":true,"activities":[{"id":"459745","href":"/paths/17/course_templates/17/video/459745?locale=ja","isLocked":false,"duration":364000,"title":"サービングデザインに関する意思決定","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466973","prompt":null,"isOptional":true,"activities":[{"id":"459746","href":"/paths/17/course_templates/17/video/459746?locale=ja","isLocked":false,"duration":159000,"title":"ゼロからの設計","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466974","prompt":null,"isOptional":true,"activities":[{"id":"459747","href":"/paths/17/course_templates/17/video/459747?locale=ja","isLocked":false,"duration":524000,"title":"Vertex AI の使用","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466975","prompt":null,"isOptional":true,"activities":[{"id":"459748","href":"/paths/17/course_templates/17/video/459748?locale=ja","isLocked":false,"duration":23000,"title":"ラボの概要: 構造化データの予測","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466976","prompt":null,"isOptional":false,"activities":[{"id":"459749","href":"/paths/17/course_templates/17/labs/459749?locale=ja","isLocked":false,"duration":5400000,"title":"Vertex AI Platform での構造化データを使用した予測","description":"このラボでは、赤ちゃんの体重を予測する機械学習モデルをトレーニング、評価、デプロイしてから、モデルにリクエストを送信してオンラインで予測を行います。このラボは、科学データを処理するラボシリーズの一部です。","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466977","prompt":null,"isOptional":false,"activities":[{"id":"459750","href":"/paths/17/course_templates/17/quizzes/459750?locale=ja","isLocked":false,"duration":2400000,"title":"理解度チェック: 本番環境 ML システムの構築","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466978","prompt":null,"isOptional":true,"activities":[{"id":"459751","href":"/paths/17/course_templates/17/documents/459751?locale=ja","isLocked":false,"duration":1800000,"title":"参考資料: 本番環境 ML システムの構築","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"67813","title":"適応性の高い ML システムの設計","description":"

このモジュールでは、モデルがデータにどのように依存しているかを認識する、コストを意識した設計上の意思決定を行う、前のバージョンにロールバックするタイミングを判断する、観察されたモデルの動作の原因をデバッグする、特定の依存関係に影響されないパイプラインを実装する方法について学習します。

","steps":[{"id":"466979","prompt":null,"isOptional":true,"activities":[{"id":"459752","href":"/paths/17/course_templates/17/video/459752?locale=ja","isLocked":false,"duration":168000,"title":"はじめに","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466980","prompt":null,"isOptional":true,"activities":[{"id":"459753","href":"/paths/17/course_templates/17/video/459753?locale=ja","isLocked":false,"duration":156000,"title":"データへの適応","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466981","prompt":null,"isOptional":true,"activities":[{"id":"459754","href":"/paths/17/course_templates/17/video/459754?locale=ja","isLocked":false,"duration":233000,"title":"分散の変更","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466982","prompt":null,"isOptional":true,"activities":[{"id":"459755","href":"/paths/17/course_templates/17/video/459755?locale=ja","isLocked":false,"duration":133000,"title":"ラボ: データへの適応","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466983","prompt":null,"isOptional":true,"activities":[{"id":"459756","href":"/paths/17/course_templates/17/video/459756?locale=ja","isLocked":false,"duration":215000,"title":"正しい判断と間違った判断","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466984","prompt":null,"isOptional":true,"activities":[{"id":"459757","href":"/paths/17/course_templates/17/video/459757?locale=ja","isLocked":false,"duration":139000,"title":"システムエラー","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466985","prompt":null,"isOptional":true,"activities":[{"id":"459758","href":"/paths/17/course_templates/17/video/459758?locale=ja","isLocked":false,"duration":540000,"title":"コンセプトドリフト","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466986","prompt":null,"isOptional":true,"activities":[{"id":"459759","href":"/paths/17/course_templates/17/video/459759?locale=ja","isLocked":false,"duration":166000,"title":"コンセプトドリフトを緩和する対策","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466987","prompt":null,"isOptional":true,"activities":[{"id":"459760","href":"/paths/17/course_templates/17/video/459760?locale=ja","isLocked":false,"duration":237000,"title":"TensorFlow Data Validation","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466988","prompt":null,"isOptional":true,"activities":[{"id":"459761","href":"/paths/17/course_templates/17/video/459761?locale=ja","isLocked":false,"duration":307000,"title":"TensorFlow Data Validation のコンポーネント","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466989","prompt":null,"isOptional":true,"activities":[{"id":"459762","href":"/paths/17/course_templates/17/video/459762?locale=ja","isLocked":false,"duration":20000,"title":"ラボの概要: TensorFlow Data Validation の概要","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466990","prompt":null,"isOptional":false,"activities":[{"id":"459763","href":"/paths/17/course_templates/17/labs/459763?locale=ja","isLocked":false,"duration":7200000,"title":"TensorFlow Data Validation の概要","description":"このラボでは、TensorFlow Extended の主要コンポーネントである TensorFlow Data Validation（TFDV）の概要を学習します。このラボは、TFDV の機能とそれがデータの把握、検証、モニタリングにどのように役立つかを理解するための基礎となります。","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466991","prompt":null,"isOptional":true,"activities":[{"id":"459764","href":"/paths/17/course_templates/17/video/459764?locale=ja","isLocked":false,"duration":31000,"title":"ラボの概要: TensorFlow Data Validation を使用した高度な可視化","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466992","prompt":null,"isOptional":false,"activities":[{"id":"459765","href":"/paths/17/course_templates/17/labs/459765?locale=ja","isLocked":false,"duration":7200000,"title":"TensorFlow Data Validation を使用した高度な可視化","description":"このラボでは、TensorFlow Data Validation（TFDV）を使用してデータセットを調査し、可視化する方法について説明します。具体的には、記述統計の見方、スキーマの推測、異常値の確認と修正、データセット内のドリフトとスキューのチェックなどを取り上げます。データセットに関しては、本番環境パイプラインにおける経時的変化も含め、その特性を理解することが重要です。また、データの異常値を検出し、トレーニング用、評価用、提供用のデータセットを比較して整合性を確認することも重要です。","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466993","prompt":null,"isOptional":true,"activities":[{"id":"459766","href":"/paths/17/course_templates/17/video/459766?locale=ja","isLocked":false,"duration":94000,"title":"設計を通じたトレーニングサービングスキューの軽減","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466994","prompt":null,"isOptional":false,"activities":[{"id":"459767","href":"/paths/17/course_templates/17/labs/459767?locale=ja","isLocked":false,"duration":7200000,"title":"Vertex AI: カスタムモデルのトレーニングとサービング","description":"このラボでは、Vertex AI を活用し、カスタムコンテナ内のコードを使用して TensorFlow モデルのトレーニングとサービングを行います。","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466995","prompt":null,"isOptional":true,"activities":[{"id":"459768","href":"/paths/17/course_templates/17/video/459768?locale=ja","isLocked":false,"duration":247000,"title":"本番環境モデルの診断","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466996","prompt":null,"isOptional":false,"activities":[{"id":"459769","href":"/paths/17/course_templates/17/quizzes/459769?locale=ja","isLocked":false,"duration":2100000,"title":"理解度チェック: 適応性の高い ML システムの設計","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466997","prompt":null,"isOptional":true,"activities":[{"id":"459770","href":"/paths/17/course_templates/17/documents/459770?locale=ja","isLocked":false,"duration":1800000,"title":"参考資料: 適応性の高い ML システムの設計","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"67814","title":"高パフォーマンス ML システムの設計","description":"

このモジュールでは、ML モデルのパフォーマンスに関する考慮事項を確認します。

ML モデルは一様ではありませんモデルによって、I/O パフォーマンスに注力する場合もあれば、コンピューティング速度を出すことに注力する場合もあります。

","steps":[{"id":"466998","prompt":null,"isOptional":true,"activities":[{"id":"459771","href":"/paths/17/course_templates/17/video/459771?locale=ja","isLocked":false,"duration":60000,"title":"はじめに","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"466999","prompt":null,"isOptional":true,"activities":[{"id":"459772","href":"/paths/17/course_templates/17/video/459772?locale=ja","isLocked":false,"duration":349000,"title":"トレーニング","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467000","prompt":null,"isOptional":true,"activities":[{"id":"459773","href":"/paths/17/course_templates/17/video/459773?locale=ja","isLocked":false,"duration":172000,"title":"予測","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467001","prompt":null,"isOptional":true,"activities":[{"id":"459774","href":"/paths/17/course_templates/17/video/459774?locale=ja","isLocked":false,"duration":181000,"title":"分散トレーニングが必要な理由","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467002","prompt":null,"isOptional":true,"activities":[{"id":"459775","href":"/paths/17/course_templates/17/video/459775?locale=ja","isLocked":false,"duration":465000,"title":"分散トレーニングのアーキテクチャ","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467003","prompt":null,"isOptional":true,"activities":[{"id":"459776","href":"/paths/17/course_templates/17/video/459776?locale=ja","isLocked":false,"duration":75000,"title":"TensorFlow の分散トレーニング戦略","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467004","prompt":null,"isOptional":true,"activities":[{"id":"459777","href":"/paths/17/course_templates/17/video/459777?locale=ja","isLocked":false,"duration":209000,"title":"ミラー戦略","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467005","prompt":null,"isOptional":true,"activities":[{"id":"459778","href":"/paths/17/course_templates/17/video/459778?locale=ja","isLocked":false,"duration":225000,"title":"マルチワーカーミラー戦略","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467006","prompt":null,"isOptional":true,"activities":[{"id":"459779","href":"/paths/17/course_templates/17/video/459779?locale=ja","isLocked":false,"duration":120000,"title":"TPU 戦略","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467007","prompt":null,"isOptional":true,"activities":[{"id":"459780","href":"/paths/17/course_templates/17/video/459780?locale=ja","isLocked":false,"duration":97000,"title":"パラメータサーバー戦略","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467008","prompt":null,"isOptional":true,"activities":[{"id":"459781","href":"/paths/17/course_templates/17/video/459781?locale=ja","isLocked":false,"duration":20000,"title":"ラボの概要: Keras による分散トレーニング","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467009","prompt":null,"isOptional":false,"activities":[{"id":"459782","href":"/paths/17/course_templates/17/labs/459782?locale=ja","isLocked":false,"duration":7200000,"title":"Keras による分散トレーニング","description":"tf.distribute.Strategy API は、複数の処理単位にトレーニングを分散させるための抽象化を提供します。ユーザーが既存のモデルとトレーニングモードを使用して、最小限の変更で分散トレーニングを有効にできるようにすることが、今回の目標です。","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467010","prompt":null,"isOptional":true,"activities":[{"id":"459783","href":"/paths/17/course_templates/17/video/459783?locale=ja","isLocked":false,"duration":300000,"title":"tf.data API を使用した大規模なデータセットでのトレーニング","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467011","prompt":null,"isOptional":true,"activities":[{"id":"459784","href":"/paths/17/course_templates/17/video/459784?locale=ja","isLocked":false,"duration":21000,"title":"ラボの概要: TPU スピードのデータパイプライン","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467012","prompt":null,"isOptional":false,"activities":[{"id":"459785","href":"/paths/17/course_templates/17/labs/459785?locale=ja","isLocked":false,"duration":7200000,"title":"TPU スピードのデータパイプライン","description":"TPU は非常に高速です。トレーニングデータのストリームも、トレーニングのスピードについていく必要があります。このラボでは、tf.data.Dataset API を使用して GCS からデータを読み込み、TPU にフィードする方法を学びます。","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467013","prompt":null,"isOptional":true,"activities":[{"id":"459786","href":"/paths/17/course_templates/17/video/459786?locale=ja","isLocked":false,"duration":239000,"title":"推論","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467014","prompt":null,"isOptional":false,"activities":[{"id":"459787","href":"/paths/17/course_templates/17/quizzes/459787?locale=ja","isLocked":false,"duration":1200000,"title":"理解度チェック: 高パフォーマンス ML システムの設計","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467015","prompt":null,"isOptional":true,"activities":[{"id":"459788","href":"/paths/17/course_templates/17/documents/459788?locale=ja","isLocked":false,"duration":1800000,"title":"参考資料: 高パフォーマンス ML システムの設計","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"67815","title":"ハイブリッド ML システムの構築","description":"

利用できるツールとシステムを把握し、ハイブリッド ML モデルを活用するユースケースを理解します。

","steps":[{"id":"467016","prompt":null,"isOptional":true,"activities":[{"id":"459789","href":"/paths/17/course_templates/17/video/459789?locale=ja","isLocked":false,"duration":293000,"title":"はじめに","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467017","prompt":null,"isOptional":true,"activities":[{"id":"459790","href":"/paths/17/course_templates/17/video/459790?locale=ja","isLocked":false,"duration":272000,"title":"ハイブリッドクラウドでの ML","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467018","prompt":null,"isOptional":true,"activities":[{"id":"459791","href":"/paths/17/course_templates/17/video/459791?locale=ja","isLocked":false,"duration":173000,"title":"Kubeflow","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467019","prompt":null,"isOptional":true,"activities":[{"id":"459792","href":"/paths/17/course_templates/17/video/459792?locale=ja","isLocked":false,"duration":33000,"title":"ラボの概要: AI Platform を利用した Kubeflow パイプライン","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467020","prompt":null,"isOptional":false,"activities":[{"id":"459793","href":"/paths/17/course_templates/17/labs/459793?locale=ja","isLocked":false,"duration":3600000,"title":"Vertex AI 2.5 でパイプラインを実行する","description":"このラボでは、Vertex AI Pipelines を使用して、Kubeflow Pipeline SDK で作成したシンプルな ML パイプラインを実行する方法について学習します。","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467021","prompt":null,"isOptional":true,"activities":[{"id":"459794","href":"/paths/17/course_templates/17/video/459794?locale=ja","isLocked":false,"duration":135000,"title":"TensorFlow Lite","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467022","prompt":null,"isOptional":true,"activities":[{"id":"459795","href":"/paths/17/course_templates/17/video/459795?locale=ja","isLocked":false,"duration":141000,"title":"モバイルに向けた TensorFlow の最適化","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467023","prompt":null,"isOptional":true,"activities":[{"id":"459796","href":"/paths/17/course_templates/17/video/459796?locale=ja","isLocked":false,"duration":127000,"title":"まとめ","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467024","prompt":null,"isOptional":false,"activities":[{"id":"459797","href":"/paths/17/course_templates/17/quizzes/459797?locale=ja","isLocked":false,"duration":1200000,"title":"理解度チェック: ハイブリッド ML システム","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467025","prompt":null,"isOptional":true,"activities":[{"id":"459798","href":"/paths/17/course_templates/17/documents/459798?locale=ja","isLocked":false,"duration":1800000,"title":"参考資料: ハイブリッド ML システム","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"67816","title":"まとめ","description":"

すべてのモジュールへの PDF リンク

","steps":[{"id":"467026","prompt":null,"isOptional":true,"activities":[{"id":"459799","href":"/paths/17/course_templates/17/video/459799?locale=ja","isLocked":false,"duration":85000,"title":"コースのまとめ","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467027","prompt":null,"isOptional":true,"activities":[{"id":"459800","href":"/paths/17/course_templates/17/documents/459800?locale=ja","isLocked":false,"duration":1800000,"title":"本番環境 ML システム - 参考資料","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"467028","prompt":null,"isOptional":true,"activities":[{"id":"459801","href":"/paths/17/course_templates/17/documents/459801?locale=ja","isLocked":false,"duration":1800000,"title":"理解度チェックのすべての質問と解答","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"67817","title":"コースのリソース","description":"

すべてのモジュールへの PDF リンク

","steps":[{"id":"467029","prompt":null,"isOptional":true,"activities":[{"id":"459802","href":"/paths/17/course_templates/17/documents/459802?locale=ja","isLocked":false,"duration":1800000,"title":"「本番環境 ML システムの構築」コースリソース","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"next-steps","title":"次のステップ","description":null,"steps":[{"id":"badge-step","prompt":null,"isOptional":true,"activities":[{"id":"badge","href":null,"isLocked":true,"duration":null,"title":"コースバッジ","description":null,"type":"badge","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":true}]

10

Production Machine Learning Systems - 日本語版