September 2021
Intermediate to advanced
392 pages
6h 8m
Japanese
Content preview from 入門 機械学習パイプライン ―TensorFlowで学ぶワークフローの自動化
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12章パイプライン Part 2: Kubeflow Pipelines
「11章 パイプライン Part 1: Apache BeamとApache Airflow」では、Apache BeamとApache Airflowを使ったパイプラインのオーケストレーションについて説明しました。この2つのオーケストレーションツールには、大きな利点があります。Apache Beamはセットアップが簡単で、Apache AirflowはさまざまなETLタスクに広く採用されている点です。
本章では、Kubeflow Pipelinesを使ったパイプラインのオーケストレーションについて説明します。Kubeflow Pipelinesを使うと、Kubernetesクラスタ内で機械学習タスクを実行でき、スケールしやすいパイプラインソリューションを構築できます。「11章 パイプライン Part 1: Apache BeamとApache Airflow」で説明し、図12-1でも示すように、オーケストレーションツールはパイプラインコンポーネント間の調整をしてくれます。
図12-1 パイプラインオーケストレータ
Kubeflow Pipelinesのセットアップは、Apache AirflowやApache Beamのインストールよりも複雑です。しかし、本章で後述するように、Pipeline Lineage Browser、TensorBoardとの統合、TFDVやTFMAでの可視化機能など、素晴らしい機能を備えています。さらに、Kubernetesの利点であるポッドの ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.