Fast Python high performance techniques for large datasets
Fast Python is your guide to optimizing every part of your Python-based data analysis process, from the pure Python code you write to managing the resources of modern hardware and GPUs. You'll learn to rewrite inefficient data structures, improve underperforming code with multithreading, and si...
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| Format: | eBook |
| Language: | English |
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Shelter Island, NY
Manning Publications
2023
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| Collection: | O'Reilly - Collection details see MPG.ReNa |
| Summary: | Fast Python is your guide to optimizing every part of your Python-based data analysis process, from the pure Python code you write to managing the resources of modern hardware and GPUs. You'll learn to rewrite inefficient data structures, improve underperforming code with multithreading, and simplify your datasets without sacrificing accuracy. Written for experienced practitioners, this book dives right into practical solutions for improving computation and storage efficiency. You'll experiment with fun and interesting examples such as rewriting games in 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 |
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| Item Description: | Includes index |
| Physical Description: | xviii, 283 pages illustrations |
| ISBN: | 9781617297939 1617297933 9781638356868 |