このコースでは、Google Cloud 上で本番環境の ML システムをデプロイ、評価、モニタリング、運用するための MLOps ツールとベスト プラクティスについて説明します。MLOps は、本番環境 ML システムのデプロイ、テスト、モニタリング、自動化に重点を置いた規範です。機械学習エンジニアリングの担当者は、ツールを活用して、デプロイしたモデルの継続的な改善と評価を行います。また、データ サイエンティストと協力して、あるいは自らがデータ サイエンティストとして、最も効果的なモデルを迅速かつ正確にデプロイできるようモデルを開発します。
MLOps (Machine Learning Operations) Fundamentals 日本語版
MLOps (Machine Learning Operations) Fundamentals 日本語版Google Cloud
About this Course
What you will learn
Identify and use core technologies required to support effective MLOps.
Configure and provision Google Cloud architectures for reliable and effective MLOps environments.
Adopt the best CI/CD practices in the context of ML systems.
Implement reliable and repeatable training and inference workflows.
We help millions of organizations empower their employees, serve their customers, and build what’s next for their businesses with innovative technology created in—and for—the cloud. Our products are engineered for security, reliability, and scalability, running the full stack from infrastructure to applications to devices and hardware. Our teams are dedicated to helping customers apply our technologies to create success.
Syllabus - What you will learn from this course
AI Platform Pipelines の概要
このモジュールでは、Google Cloud プロダクトである AI Platform Pipelines について説明します。このプロダクトを使用すると、Google Cloud サービスで MLOps をシームレスかつスケーラブルに、簡単に実施できます。
AI Platform でのトレーニング、調整、提供
このモジュールでは、AI Platform 上の Jupyter ノートブックからモデルを手動でトレーニング、調整、提供する方法について学習します。
AI Platform 上の Kubeflow Pipelines
このモジュールでは、すでに触れたトレーニングとチューニングのプロセスを、Kubeflow パイプラインを使用して自動化します。Kubeflow パイプラインとしてさまざまなステップを表すことで、プロセス全体を 1 回のクリックでトリガーできます。プロセスの各ステップを Jupyterlab ノートブックから手動でトリガーする必要はありません。
AI Platform 上の Kubeflow Pipelines の CI / CD
このモジュールでは Kubeflow Pipelines の CI / CD について説明します。Kubeflow のパイプラインを自動化する方法はわかりましたが、このパイプラインを継続的インテグレーション スタックに統合するにはどうすればよいでしょうか。目標は、新しいトレーニング コードが、対応するリポジトリに push され次第、パイプライン アセットが再ビルドされるようにすることです。
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The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
What will I get if I purchase the Certificate?
When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.
Is financial aid available?
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.
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Last Updated: September 1, 2015
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