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- Python High Performance. Build high-performing, concurrent, and distributed applications - Second Edition
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Python High Performance. Build high-performing, concurrent, and distributed applications - Second Edition
Ebook
Python is a versatile language that has found applications in many industries. The clean syntax, rich standard library, and vast selection of third-party libraries make Python a wildly popular language.
Python High Performance is a practical guide that shows how to leverage the power of both native and third-party Python libraries to build robust applications.
The book explains how to use various profilers to find performance bottlenecks and apply the correct algorithm to fix them. The reader will learn how to effectively use NumPy and Cython to speed up numerical code. The book explains concepts of concurrent programming and how to implement robust and responsive applications using Reactive programming. Readers will learn how to write code for parallel architectures using Tensorflow and Theano, and use a cluster of computers for large-scale computations using technologies such as Dask and PySpark.
By the end of the book, readers will have learned to achieve performance and scale from their Python applications.
Python High Performance is a practical guide that shows how to leverage the power of both native and third-party Python libraries to build robust applications.
The book explains how to use various profilers to find performance bottlenecks and apply the correct algorithm to fix them. The reader will learn how to effectively use NumPy and Cython to speed up numerical code. The book explains concepts of concurrent programming and how to implement robust and responsive applications using Reactive programming. Readers will learn how to write code for parallel architectures using Tensorflow and Theano, and use a cluster of computers for large-scale computations using technologies such as Dask and PySpark.
By the end of the book, readers will have learned to achieve performance and scale from their Python applications.
- 1. Benchmarking and profiling
- 2. Pure Python Optimization techniques
- 3. Fast array operations
- 4. C performance with Cython
- 5. Exploring Compilers
- 6. Implementing concurrency
- 7. Parallel processing
- 8. Distributed Processing
- 9. Designing for High Performance
- Title: Python High Performance. Build high-performing, concurrent, and distributed applications - Second Edition
- Author: Dr. Gabriele Lanaro
- Original title: Python High Performance. Build high-performing, concurrent, and distributed applications - Second Edition
- ISBN: 9781787282438, 9781787282438
- Date of issue: 2017-05-24
- Format: Ebook
- Item ID: e_15jg
- Publisher: Packt Publishing