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Data Analysis with Python and Pyspark, Rioux Jonathan


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Цена: 10425.00р.
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При оформлении заказа до: 2025-08-04
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Автор: Rioux Jonathan
Название:  Data Analysis with Python and Pyspark
ISBN: 9781617297205
Издательство: Manning Publications
Классификация:



ISBN-10: 1617297208
Обложка/Формат: Paperback
Страницы: 456
Вес: 0.76 кг.
Дата издания: 22.03.2022
Язык: English
Размер: 23.19 x 18.59 x 2.79 cm
Читательская аудитория: Professional & vocational
Рейтинг:
Поставляется из: Англии
Описание: Think big about your data! PySpark brings the powerful Spark big data processing engine to the Python ecosystem, letting you seamlessly scale up your data tasks and create lightning-fast pipelines.

In Data Analysis with Python and PySpark you will learn how to:

Manage your data as it scales across multiple machines
Scale up your data programs with full confidence
Read and write data to and from a variety of sources and formats
Deal with messy data with PySparks data manipulation functionality
Discover new data sets and perform exploratory data analysis
Build automated data pipelines that transform, summarize, and get insights from data
Troubleshoot common PySpark errors
Creating reliable long-running jobs

Data Analysis with Python and PySpark is your guide to delivering successful Python-driven data projects. Packed with relevant examples and essential techniques, this practical book teaches you to build pipelines for reporting, machine learning, and other data-centric tasks. Quick exercises in every chapter help you practice what youve learned, and rapidly start implementing PySpark into your data systems. No previous knowledge of Spark is required.

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

About the technology
The Spark data processing engine is an amazing analytics factory: raw data comes in, insight comes out. PySpark wraps Sparks core engine with a Python-based API. It helps simplify Sparks steep learning curve and makes this powerful tool available to anyone working in the Python data ecosystem.

About the book
Data Analysis with Python and PySpark helps you solve the daily challenges of data science with PySpark. Youll learn how to scale your processing capabilities across multiple machines while ingesting data from any source--whether thats Hadoop clusters, cloud data storage, or local data files. Once youve covered the fundamentals, youll explore the full versatility of PySpark by building machine learning pipelines, and blending Python, pandas, and PySpark code.

Whats inside

Organizing your PySpark code
Managing your data, no matter the size
Scale up your data programs with full confidence
Troubleshooting common data pipeline problems
Creating reliable long-running jobs

About the reader
Written for data scientists and data engineers comfortable with Python.

About the author
As a ML director for a data-driven software company, Jonathan Rioux uses PySpark daily. He teaches the software to data scientists, engineers, and data-savvy business analysts.

Table of Contents

1 Introduction
PART 1 GET ACQUAINTED: FIRST STEPS IN PYSPARK
2 Your first data program in PySpark
3 Submitting and scaling your first PySpark program
4 Analyzing tabular data with pyspark.sql
5 Data frame gymnastics: Joining and grouping
PART 2 GET PROFICIENT: TRANSLATE YOUR IDEAS INTO CODE
6 Multidimensional data frames: Using PySpark with JSON data
7 Bilingual PySpark: Blending Python and SQL code
8 Extending PySpark with Python: RDD and UDFs
9 Big data is just a lot of small data: Using pandas UDFs
10 Your data under a different lens: Window functions
11 Faster PySpark: Understanding Sparks query planning
PART 3 GET CONFIDENT: USING MACHINE LEARNING WITH PYSPARK
12 Setting the stage: Preparing features for machine learning
13 Robust machine learning with ML Pipelines
14 Building custom ML transformers and estimators



NAFTA 2.0: From the First NAFTA to the United States-Mexico-Canada Agreement

Автор: Gagnй Gilbert, Rioux Michиle
Название: NAFTA 2.0: From the First NAFTA to the United States-Mexico-Canada Agreement
ISBN: 3030816931 ISBN-13(EAN): 9783030816933
Издательство: Springer
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Цена: 19564.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: The renegotiation and possible termination of the North American Free Trade Agreement (NAFTA) sparked a lot of interest and concern in light of the United States` declared objective to "rebalance the benefits" of the agreement.

Kari Polanyi Levitt and Canadian Political Economy

Автор: Rioux Michиle, Brisson Hughes
Название: Kari Polanyi Levitt and Canadian Political Economy
ISBN: 3030873633 ISBN-13(EAN): 9783030873639
Издательство: Springer
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Цена: 9083.00 р.
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Описание: This book acts as a tribute to the legacy of the Canadian political economist Kari Polanyi Levitt, daughter of Karl Polanyi, one of the great economists of the 20th century.

Governance Dilemmas in Canada, North America, and Beyond: A Tribute to Stephen Clarkson

Автор: Rioux Michиle, Angel Alejandro, Cohen Marjorie Griffin
Название: Governance Dilemmas in Canada, North America, and Beyond: A Tribute to Stephen Clarkson
ISBN: 3030819728 ISBN-13(EAN): 9783030819729
Издательство: Springer
Рейтинг:
Цена: 9083.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This book discusses the development of Canadian political economy through the legacy of Stephen Clarkson, who for over 40 years analyzed the challenges that economic changes brought to the economic governance of Canada, North America, and the world.

Jean jaures

Автор: Rioux, Jean-pierre
Название: Jean jaures
ISBN: 2262028265 ISBN-13(EAN): 9782262028268
Издательство: Неизвестно
Рейтинг:
Цена: 2955.00 р.
Наличие на складе: Поставка под заказ.

Social cost of cheap food

Автор: Rioux, Sebastien
Название: Social cost of cheap food
ISBN: 0773559000 ISBN-13(EAN): 9780773559004
Издательство: Mare Nostrum (Eurospan)
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Цена: 5010.00 р.
Наличие на складе: Нет в наличии.

Описание: The distribution of food played a considerable yet largely unrecognized role in the economic history of Victorian and Edwardian Britain. In the midst of rapid urbanization and industrialization, retail competition intensified and the channels by which food made it to the market became vital to the country's economic success. Illustrating the pivotal importance of food distribution in Britain between 1830 and 1914, The Social Cost of Cheap Food argues that labour exploitation in the distribution system was the key to cheap food. Through an analysis of labour dynamics and institutional changes in the distributive sector, S?bastien Rioux demonstrates that economic development and the rising living standards of the working class were premised upon the growing insecurity and chronic poverty of street sellers, shop assistants, and small shopkeepers. Rioux reveals that food distribution, far from being a passive sphere of economic activity, provided a dynamic space for the reduction of food prices. Positing food distribution as a core element of social and economic development under capitalism, The Social Cost of Cheap Food reflects on the transformation of the labour market and its intricate connection to the history of food and society.

Social cost of cheap food

Автор: Rioux, Sebastien
Название: Social cost of cheap food
ISBN: 0773558993 ISBN-13(EAN): 9780773558991
Издательство: Mare Nostrum (Eurospan)
Рейтинг:
Цена: 15675.00 р.
Наличие на складе: Нет в наличии.

Описание: The distribution of food played a considerable yet largely unrecognized role in the economic history of Victorian and Edwardian Britain. In the midst of rapid urbanization and industrialization, retail competition intensified and the channels by which food made it to the market became vital to the country's economic success. Illustrating the pivotal importance of food distribution in Britain between 1830 and 1914, The Social Cost of Cheap Food argues that labour exploitation in the distribution system was the key to cheap food. Through an analysis of labour dynamics and institutional changes in the distributive sector, S?bastien Rioux demonstrates that economic development and the rising living standards of the working class were premised upon the growing insecurity and chronic poverty of street sellers, shop assistants, and small shopkeepers. Rioux reveals that food distribution, far from being a passive sphere of economic activity, provided a dynamic space for the reduction of food prices. Positing food distribution as a core element of social and economic development under capitalism, The Social Cost of Cheap Food reflects on the transformation of the labour market and its intricate connection to the history of food and society.

Seat of the soul

Автор: Rioux, Yvan
Название: Seat of the soul
ISBN: 1912230232 ISBN-13(EAN): 9781912230235
Издательство: Неизвестно
Рейтинг:
Цена: 2915.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: A study of the emergence of human consciousness and its biological counterpart.

Small Nations, High Ambitions: Economic Nationalism and the Politics of Venture Capital in Quebec and Scotland

Автор: Rioux X. Hubert
Название: Small Nations, High Ambitions: Economic Nationalism and the Politics of Venture Capital in Quebec and Scotland
ISBN: 1487505825 ISBN-13(EAN): 9781487505820
Издательство: Mare Nostrum (Eurospan)
Рейтинг:
Цена: 8903.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This book offers an in-depth account of the evolution of Quebec`s and Scotland`s policy strategies in the entrepreneurial finance sector and venture capital more specifically.


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