{"product_id":"scaling-python-with-dask-from-data-science-to-machine-learning-9781098119874","title":"Scaling Python with Dask: From Data Science to Machine Learning","description":"\u003cp\u003eModern systems contain multicore 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.\u003c\/p\u003e \u003cp\u003eAuthors 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.\u003c\/p\u003e \u003cp\u003eWith this book, you'll learn: \u003c\/p\u003e \u003cul\u003e \u003cli\u003eWhat Dask is, where you can use it, and how it compares with other tools\u003c\/li\u003e \u003cli\u003eHow to use Dask for batch data parallel processing\u003c\/li\u003e \u003cli\u003eKey distributed system concepts for working with Dask\u003c\/li\u003e \u003cli\u003eMethods for using Dask with higher-level APIs and building blocks\u003c\/li\u003e \u003cli\u003eHow to work with integrated libraries such as scikit-learn, pandas, and PyTorch\u003c\/li\u003e \u003cli\u003eHow to use Dask with GPUs\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/29\/2023\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098119874\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 202\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Holden Karau, Mika Kimmins","offers":[{"title":"Default Title","offer_id":42935557324981,"sku":"9781098119874","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_fc6d7932-bf78-4622-a4c9-4826fd8401ef.jpg?v=1688489366","url":"https:\/\/pastforward.org\/products\/scaling-python-with-dask-from-data-science-to-machine-learning-9781098119874","provider":"Past Forward","version":"1.0","type":"link"}