Data Science at Scale With Python and Dask
Daniel, Jesse C.
ISBN 10: 1617295604 ISBN 13: 9781617295607
Published by Manning Pubns Co, 2019
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Paperback
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Revaluation Books, Exeter, United Kingdom
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About this Item
Description:
pap/psc edition. 276 pages. 9.00x7.25x0.50 inches. In Stock. Seller Inventory # 1617295604
Synopsis:
Large datasets tend to be distributed, non-uniform, and prone to change. Dask simplifies the process of ingesting, filtering, and transforming data, reducing or eliminating the need for a heavyweight framework like Spark.
Data Science at Scale with Python and Dask teaches readers how to build distributed data projects that can handle huge amounts of data. The book introduces Dask Data Frames and teaches helpful code patterns to streamline the reader’s analysis.
Key Features
- Working with large structured datasets
- Writing DataFrames
- Cleaningand visualizing DataFrames
- Machine learning with Dask-ML
- Working with Bags and Arrays
Written for data engineers and scientists with experience using Python. Knowledge of the PyData stack (Pandas, NumPy, and Scikit-learn) will be helpful. No experience with low-level parallelism is required.
About the technology
Dask is a self-contained, easily extendible library designed to query, stream, filter, and consolidate huge datasets.
Jesse Daniel has five years of experience writing applications in Python, including three years working with in the PyData stack (Pandas, NumPy, SciPy, Scikit-Learn). Jesse joined the faculty of the University of Denver in 2016 as an adjunct professor of business information and analytics, where he currently teaches a Python for Data Science course.
About the Author:
Jesse Daniel has five years of experience writing applications in Python, including three years working with in the PyData stack (Pandas, NumPy, SciPy, Scikit-Learn). Jesse joined the faculty of the University of Denver in 2016 as an adjunct professor of business information and analytics, where he currently teaches a Python for Data Science course.
"About this title" may belong to another edition of this title.
Bibliographic Details
Title: Data Science at Scale With Python and Dask
Publisher: Manning Pubns Co
Publication Date: 2019
Binding: Paperback
Condition: Brand New
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Data Science with Python and Dask
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ISBN 10: 1617295604
ISBN 13: 9781617295607
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