Delta Lake: Up and Running

Delta Lake: Up and Running PDF Author: Bennie Haelen
Publisher: "O'Reilly Media, Inc."
ISBN: 1098139682
Category : Computers
Languages : en
Pages : 271

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Book Description
With the surge in big data and AI, organizations can rapidly create data products. However, the effectiveness of their analytics and machine learning models depends on the data's quality. Delta Lake's open source format offers a robust lakehouse framework over platforms like Amazon S3, ADLS, and GCS. This practical book shows data engineers, data scientists, and data analysts how to get Delta Lake and its features up and running. The ultimate goal of building data pipelines and applications is to gain insights from data. You'll understand how your storage solution choice determines the robustness and performance of the data pipeline, from raw data to insights. You'll learn how to: Use modern data management and data engineering techniques Understand how ACID transactions bring reliability to data lakes at scale Run streaming and batch jobs against your data lake concurrently Execute update, delete, and merge commands against your data lake Use time travel to roll back and examine previous data versions Build a streaming data quality pipeline following the medallion architecture

Delta Lake: Up and Running

Delta Lake: Up and Running PDF Author: Bennie Haelen
Publisher: "O'Reilly Media, Inc."
ISBN: 1098139682
Category : Computers
Languages : en
Pages : 271

Get Book Here

Book Description
With the surge in big data and AI, organizations can rapidly create data products. However, the effectiveness of their analytics and machine learning models depends on the data's quality. Delta Lake's open source format offers a robust lakehouse framework over platforms like Amazon S3, ADLS, and GCS. This practical book shows data engineers, data scientists, and data analysts how to get Delta Lake and its features up and running. The ultimate goal of building data pipelines and applications is to gain insights from data. You'll understand how your storage solution choice determines the robustness and performance of the data pipeline, from raw data to insights. You'll learn how to: Use modern data management and data engineering techniques Understand how ACID transactions bring reliability to data lakes at scale Run streaming and batch jobs against your data lake concurrently Execute update, delete, and merge commands against your data lake Use time travel to roll back and examine previous data versions Build a streaming data quality pipeline following the medallion architecture

Practical Data Science

Practical Data Science PDF Author: Andreas François Vermeulen
Publisher: Apress
ISBN: 148423054X
Category : Computers
Languages : en
Pages : 821

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Book Description
Learn how to build a data science technology stack and perform good data science with repeatable methods. You will learn how to turn data lakes into business assets. The data science technology stack demonstrated in Practical Data Science is built from components in general use in the industry. Data scientist Andreas Vermeulen demonstrates in detail how to build and provision a technology stack to yield repeatable results. He shows you how to apply practical methods to extract actionable business knowledge from data lakes consisting of data from a polyglot of data types and dimensions. What You'll Learn Become fluent in the essential concepts and terminology of data science and data engineering Build and use a technology stack that meets industry criteria Master the methods for retrieving actionable business knowledge Coordinate the handling of polyglot data types in a data lake for repeatable results Who This Book Is For Data scientists and data engineers who are required to convert data from a data lake into actionable knowledge for their business, and students who aspire to be data scientists and data engineers

The Pan-American Geologist

The Pan-American Geologist PDF Author:
Publisher:
ISBN:
Category : Geology
Languages : en
Pages : 482

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Book Description
"A monthly journal devoted to speculative geology, constructive geological criticism, and geological record" (varies slightly).

The Michigan Technic

The Michigan Technic PDF Author:
Publisher: UM Libraries
ISBN:
Category : Engineering
Languages : en
Pages : 870

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Book Description


Xenia & Greene County Ohio Fishing & Floating Guide Book

Xenia & Greene County Ohio Fishing & Floating Guide Book PDF Author: Jim Maccracken
Publisher: Recreational Guides
ISBN:
Category : Sports & Recreation
Languages : en
Pages : 381

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Book Description
Xenia & Greene County Ohio Fishing & Floating Guide Book Over 380 full 8 ½ x 11 sized pages of information with maps and aerial photographs available. Fishing information is included for ALL of the county’s public ponds and lakes, listing types of fish for each pond or lake, average sizes, and exact locations with GPS coordinates and directions. Also included is fishing information for most of the streams and rivers including access points and public areas with road contact and crossing points and also includes fish types and average sizes. Contains complete information on Anderson Fork (F) Caesar Creek (F) Cedarville Park Lake Ellis Park Lake Dominic Lofino Park Pond Little Miami River (F) Mad River (F) Masses Creeks Shawnee Park Lake Spring Lakes Park Lakes and Spring Valley Wildlife Area Lake (*) are floatable or canoeable rivers or streams)

Springfield & Clark County Ohio Fishing & Floating Guide Book

Springfield & Clark County Ohio Fishing & Floating Guide Book PDF Author: Jim Maccracken
Publisher: Recreational Guides
ISBN:
Category : Sports & Recreation
Languages : en
Pages : 508

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Book Description
Springfield & Clark County Ohio Fishing & Floating Guide Book Over 500 full 8 ½ x 11 sized pages of information with maps and aerial photographs available. Fishing information is included for ALL of the county’s public ponds and lakes, listing types of fish for each pond or lake, average sizes, and exact locations with GPS coordinates and directions. Also included is fishing information for most of the streams and rivers including access points and public areas with road contact and crossing points and also includes fish types and average sizes. Contains complete information on Beaver Creek Buck Creek C J Brown Reservoir Chapman Creek Clark Lake Deer Creek (F) Donnels Creek George Rogers Clark Park Lake Honey Creek Little Miami River (F) Mad River Massies Creeks Old Reid Park Lake and Snyder Park Lagoons (*) are floatable or canoeable rivers or streams)

Electrical World

Electrical World PDF Author:
Publisher:
ISBN:
Category : Electric engineering
Languages : en
Pages : 1456

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Book Description


Daphne

Daphne PDF Author: Margaret Pollock Sherwood
Publisher:
ISBN:
Category :
Languages : en
Pages : 184

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Book Description


The Commercial & Financial Chronicle

The Commercial & Financial Chronicle PDF Author:
Publisher:
ISBN:
Category : Industries
Languages : en
Pages : 694

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Book Description


Daphne: An Autumn Pastoral

Daphne: An Autumn Pastoral PDF Author: Margaret Pollock Sherwood
Publisher: Good Press
ISBN:
Category : Fiction
Languages : en
Pages : 75

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Book Description
'Daphne: An Autumn Pastoral' is an adventure-romance novel written by Margaret Pollock Sherwood. The story begins with a conversation between a girl named Daphne and an old Italian man named Giacomo. Daphne is using a small Italian-English phrase book to communicate with Giacomo and is having trouble expressing herself.