Data Science with Python and Dask [1 ed.] 1617295604, 978-1617295607

Dask is a native parallel analytics tool designed to integrate seamlessly with the libraries you're already using,

771 161 19MB

English Pages 296 Year 2019

Data Science with Python and Dask [1 ed.]
1617295604, 978-1617295607

Author / Uploaded
Jesse C. Daniel

Table of contents :
PART 1 - The Building Blocks of scalable computing
1. Why scalable computing matters
2. Introducing Dask

PART 2 - Working with Structured Data using Dask DataFrames
3. Introducing Dask DataFrames
4. Loading data into DataFrames
5. Cleaning and transforming DataFrames
6. Summarizing and analyzing DataFrames
7. Visualizing DataFrames with Seaborn
8. Visualizing location data with Datashader

PART 3 - Extending and deploying Dask
9. Working with Bags and Arrays
10. Machine learning with Dask-ML
11. Scaling and deploying Dask

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