Fast Python: High Performance Techniques for Large Datasets
暫譯: 快速 Python：大型數據集的高效能技術
Antao, Tiago Rodrigues
- 出版商: Manning
- 出版日期: 2023-06-30
- 售價: $2,150
- 貴賓價: 9.5 折 $2,043
- 語言: 英文
- 頁數: 320
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1617297933
- ISBN-13: 9781617297939
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相關分類:
Python、程式語言
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相關翻譯:
極速 Python：高性能編碼、計算與數據分析 (簡中版)
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商品描述
Master these effective techniques to reduce costs and run times, handle huge datasets, and implement complex machine learning applications efficiently in Python. Fast Python is a hands-on guide to writing Python code that can process more data, faster, and with less resources. It takes a holistic approach to Python performance, showing you how your code, libraries, and computing architecture interact and can be optimized together. Written for experienced practitioners, Fast Python dives right into practical solutions for improving computation and storage efficiency. You'll experiment with fun and interesting examples such as rewriting games in lower-level Cython and implementing a MapReduce framework from scratch. Finally, you'll go deep into Python GPU computing and learn how modern hardware has rehabilitated some former antipatterns and made counterintuitive ideas the most efficient way of working. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.
商品描述(中文翻譯)
掌握這些有效的技術，以降低成本和運行時間，處理龐大的數據集，並高效地在 Python 中實現複雜的機器學習應用。
《Fast Python》是一本實用指南，教你如何編寫能夠更快處理更多數據且資源消耗更少的 Python 代碼。它採取整體方法來提升 Python 的性能，展示你的代碼、庫和計算架構如何相互作用並可以一起優化。
本書針對有經驗的從業者，深入探討改善計算和存儲效率的實用解決方案。你將通過有趣的實驗，例如用較低級的 Cython 重寫遊戲，以及從零開始實現 MapReduce 框架，來進行實驗。最後，你將深入了解 Python 的 GPU 計算，學習現代硬體如何修正一些過去的反模式，並使反直覺的想法成為最有效的工作方式。
購買印刷版書籍可獲得 Manning Publications 提供的免費電子書，格式包括 PDF、Kindle 和 ePub。
作者簡介
Tiago Antao works in the field of genetics, analyzing very large datasets and implementing complex algorithms to process the data. He leverages Python with all its libraries to do scientific computing and data engineering tasks. He is one of the co-authors of Biopython, a major bioinformatics package written in Python. He holds a BE in informatics and a PhD in bioinformatics.
作者簡介(中文翻譯)
Tiago Antao 在遺傳學領域工作，分析非常龐大的數據集並實施複雜的算法來處理數據。他利用 Python 及其所有庫來進行科學計算和數據工程任務。他是 Biopython 的共同作者之一，這是一個用 Python 編寫的主要生物信息學套件。他擁有資訊學的學士學位和生物信息學的博士學位。
