All indian reprints of oreilly are printed in grayscale.Your python code may run correctly but you need it to run faster. Updated for python 3 this expanded edition shows you how to locate performance bottlenecks and significantly speed up your code in highdatavolume programs. By exploring the fundamental theory behind design choices high performance python helps you gain a deeper understanding of pythons implementation.How do you take advantage of multicore architectures or clusters. Or build a system that scales up and down without losing reliability. Experienced python programmers will learn concrete solutions to many issues along with war stories from companies that use highperformance python for social media analytics productionized machine learning and more.Get a better grasp of numpy cython and profilerslearn how python abstracts the underlying computer architectureuse profiling to find bottlenecks in cpu time and memory usagewrite efficient programs by choosing appropriate data structuresspeed up matrix and vector computationsuse tools to compile python down to machine codemanage multiple i o and computational operations concurrentlyconvert multiprocessing code to run on local or remote clustersdeploy code faster using tools like docker