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Apache Spark for Data Science Cookbook.
Annotation
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Packt Publishing,
2016.
|
| Edición: | 1. |
| Temas: | |
| Acceso en línea: | Texto completo |
Tabla de Contenidos:
- Cover; Copyright; Credits; About the Author; About the Reviewer; www.PacktPub.com; Customer Feedback; Table of Contents; Preface; Chapter 1: Big Data Analytics with Spark; Introduction; Initializing SparkContext; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Working with Spark's Python and Scala shells; How to do it ... ; How it works ... ; There's more ... ; See also; Building standalone applications; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Working with the Spark programming model; How to do it ... ; How it works ... ; There's more ... ; See also.
- Working with pair RDDsGetting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Persisting RDDs; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Loading and saving data; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Creating broadcast variables and accumulators; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Submitting applications to a cluster; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Working with DataFrames; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also.
- Working with Spark StreamingGetting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Chapter 2: Tricky Statistics with Spark; Introduction; Working with Pandas; Variable identification; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Sampling data; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Summary and descriptive statistics; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Generating frequency tables; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Installing Pandas on Linux.
- Getting readyHow to do it ... ; How it works ... ; There's more ... ; See also; Installing Pandas from source; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Using IPython with PySpark; Getting ready; How to do it ... ; How it work ... ; There's more ... ; See also; Creating Pandas DataFrames over Spark; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Splitting, slicing, sorting, filtering, and grouping DataFrames over Spark; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Implementing co-variance and correlation using Pandas; Getting ready.
- How to do it ... How it works ... ; There's more ... ; See also; Concatenating and merging operations over DataFrames; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Complex operations over DataFrames; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Sparkling Pandas; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Chapter 3: Data Analysis with Spark; Introduction; Univariate analysis; Getting ready; How to do it ... ; How it works ... ; There's more ... ; See also; Bivariate analysis; Getting ready; How to do it ... ; How it works ... ; There's more ...