Mika Kimmins and Holden Karau Scaling Python with Dask Paperback Book
$ 34.82
Description
Further Details Title: Scaling Python with Dask Condition: New Subtitle: From Data Science to Machine Learning EAN: 9781098119874 ISBN: 9781098119874 Publisher: O'Reilly Media Format: Paperback Release Date: 08/01/2023 Description: Modern systems contain multi-core CPUs and GPUs that have the potential for parallel computing. But many scientific Python tools were not designed to leverage this parallelism. With this short but thorough resource, data scientists and Python programmers will learn how the Dask open source library for parallel computing provides APIs that make it easy to parallelize PyData libraries including NumPy, pandas, and scikit-learn.Authors Holden Karau and Mika Kimmins show you how to use Dask computations in local systems and then scale to the cloud for heavier workloads. This practical book explains why Dask is popular among industry experts and academics and is used by organizations that include Walmart, Capital One, Harvard Medical School, and NASA.With this book, you'll learn:What Dask is, where you can use it, and how it compares with other toolsHow to use Dask for batch data parallel processingKey distributed system concepts for working with DaskMethods for using Dask with higher-level APIs and building blocksHow to work with integrated libraries such as scikit-learn, pandas, and PyTorchHow to use Dask with GPUs Language: English Country/Region of Manufacture: US Item Height: 233mm Item Length: 178mm Author: Mika Kimmins, Holden Karau Genre: Computing & Internet Release Year: 2023 Missing Information? Please contact us if any details are missing and where possible we will add the information to our listing.
