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Synopsis
Master Python techniques and libraries to reduce run times, efficiently handle huge datasets, and optimize execution for complex machine learning applications.
Fast Python is a toolbox of techniques for high performance Python including:
- Writing efficient pure-Python code
- Optimizing the NumPy and pandas libraries
- Rewriting critical code in Cython
- Designing persistent data structures
- Tailoring code for different architectures
- Implementing Python GPU computing
Fast Python is your guide...
About the Author
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.
From the Back Cover
Fast Python for Data Science 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, this book dives right into practical solutions for improving computation and storage efficiency. You'll experiment with...
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Fast Python: High performance techniques for large datasets
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Fast Python: High Performance Techniques for Large Datasets (Paperback or Softback)
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Fast Python for Data Science
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ISBN 10: 1617297933
ISBN 13: 9781617297939
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Paperback. Condition: New. Fast Python for Data Science 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 for Data Science 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. About the technologyFast, accurate systems are vital for handling the huge datasets and complex analytical algorithms that are common in modern data science. Python programmers need to boost performance by writing faster pure-Python programs, optimizing the use of libraries, and utilizing modern multi-processor hardware; Fast Python for Data Science shows you how. Seller Inventory # LU-9781617297939
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Fast Python for Data Science
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