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データサイエンス(データ分析、モデル構築)で使える高速化処理に関する参考書

Last updated at Posted at 2024-01-27

データ分析、モデル構築で使える高速化処理に関する参考書をまとめました(更新途中)

ハイパフォーマンスPython

Cython ―Cとの融合によるPythonの高速化

並行プログラミング入門 ―Rust、C、アセンブリによる実装からのアプローチ

入門 PySpark ―PythonとJupyterで活用するSpark 2エコシステム

初めてのSpark

アプリケーションエンジニアのためのApache Spark入門

Apache Spark入門 動かして学ぶ最新並列分散処理フレームワーク

DeepSpeed

https://note.com/fukudawataru/n/n5152e6f587c8
https://tech.retrieva.jp/entry/2021/07/26/102514
https://www.deepspeed.ai

Ray

https://qiita.com/waffoo/items/603bb3df25163fa461e9
https://www.ray.io
https://zenn.dev/honomaru/articles/16121b9124e7b4

Learning Ray: Flexible Distributed Python for Machine Learning

Scaling Python With Ray: Adventures in Cloud and Serverless Patterns

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