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Building Data Science Teams

by DJ Patil ...

As data science evolves to become a business necessity, the importance of assembling a strong and innovative data teams grows. In this in-depth report, data scientist DJ Patil explains the skills, perspectives, tools and processes that position data science teams for success.Topics include: What it means to be "data driven." The unique roles of data scientists. The four essential qualities of data ... Read more

Free

As data science evolves to become a business necessity, the importance of assembling a strong and innovative data teams grows. In this in-depth report, data scientist DJ Patil explains the skills, perspectives, tools and processes that position data science teams for success.Topics include: What it means to be "data driven." The unique roles of data scientists. The four essential qualities of data
... Read more
Real-Time Big Data Analytics: Emerging Architecture

by Mike Barlow ...

Five or six years ago, analysts working with big datasets made queries and got the results back overnight. The data world was revolutionized a few years ago when Hadoop and other tools made it possible to getthe results from queries in minutes. But the revolution continues. Analysts now demand sub-second, near real-time query results. Fortunately, we have the tools to deliver them. This report ... Read more

Free

Five or six years ago, analysts working with big datasets made queries and got the results back overnight. The data world was revolutionized a few years ago when Hadoop and other tools made it possible to getthe results from queries in minutes. But the revolution continues. Analysts now demand sub-second, near real-time query results. Fortunately, we have the tools to deliver them. This report
... Read more
Google BigQuery: The Definitive Guide

Data Warehousing, Analytics, and Machine Learning at Scale

by Valliappa Lakshmanan, Jordan Tigani ...

Work with petabyte-scale datasets while building a collaborative, agile workplace in the process. This practical book is the canonical reference to Google BigQuery, the query engine that lets you conduct interactive analysis of large datasets. BigQuery enables enterprises to efficiently store, query, ingest, and learn from their data in a convenient framework. With this book, you’ll examine how to ... Read more

$41.99 USD

Work with petabyte-scale datasets while building a collaborative, agile workplace in the process. This practical book is the canonical reference to Google BigQuery, the query engine that lets you conduct interactive analysis of large datasets. BigQuery enables enterprises to efficiently store, query, ingest, and learn from their data in a convenient framework. With this book, you’ll examine how to
... Read more
Practical Statistics for Data Scientists

50+ Essential Concepts Using R and Python

by Peter Bruce, Andrew Bruce, Peter Gedeck ...

Statistical methods are a key part of data science, yet few data scientists have formal statistical training. Courses and books on basic statistics rarely cover the topic from a data science perspective. The second edition of this popular guide adds comprehensive examples in Python, provides practical guidance on applying statistical methods to data science, tells you how to avoid their misuse, ... Read more

$48.99 USD

Statistical methods are a key part of data science, yet few data scientists have formal statistical training. Courses and books on basic statistics rarely cover the topic from a data science perspective. The second edition of this popular guide adds comprehensive examples in Python, provides practical guidance on applying statistical methods to data science, tells you how to avoid their misuse,
... Read more
The Model Thinker

What You Need to Know to Make Data Work for You

by Scott E. Page ...

Work with data like a pro using this guide that breaks down how to organize, apply, and most importantly, understand what you are analyzing in order to become a true data ninja.From the stock market to genomics laboratories, census figures to marketing email blasts, we are awash with data. But as anyone who has ever opened up a spreadsheet packed with seemingly infinite lines of data knows, ... Read more

$14.99 USD

Work with data like a pro using this guide that breaks down how to organize, apply, and most importantly, understand what you are analyzing in order to become a true data ninja.From the stock market to genomics laboratories, census figures to marketing email blasts, we are awash with data. But as anyone who has ever opened up a spreadsheet packed with seemingly infinite lines of data knows,
... Read more
Spark: The Definitive Guide

Big Data Processing Made Simple

by Bill Chambers, Matei Zaharia ...

Learn how to use, deploy, and maintain Apache Spark with this comprehensive guide, written by the creators of the open-source cluster-computing framework. With an emphasis on improvements and new features in Spark 2.0, authors Bill Chambers and Matei Zaharia break down Spark topics into distinct sections, each with unique goals.Youâ??ll explore the basic operations and common functions of Sparkâ? ... Read more

$43.99 USD

Learn how to use, deploy, and maintain Apache Spark with this comprehensive guide, written by the creators of the open-source cluster-computing framework. With an emphasis on improvements and new features in Spark 2.0, authors Bill Chambers and Matei Zaharia break down Spark topics into distinct sections, each with unique goals.Youâ??ll explore the basic operations and common functions of Sparkâ?
... Read more
"You Are Not Expected to Understand This"

How 26 Lines of Code Changed the World

Edited by Torie Bosch ...

Leading technologists, historians, and journalists reveal the stories behind the computer coding that touches all aspects of life—for better or worseFew of us give much thought to computer code or how it comes to be. The very word “code” makes it sound immutable or even inevitable. “You Are Not Expected to Understand This” demonstrates that, far from being preordained, computer code is the result ... Read more

$14.99 USD

Leading technologists, historians, and journalists reveal the stories behind the computer coding that touches all aspects of life—for better or worseFew of us give much thought to computer code or how it comes to be. The very word “code” makes it sound immutable or even inevitable. “You Are Not Expected to Understand This” demonstrates that, far from being preordained, computer code is the result
... Read more
Natural Language Processing with Transformers, Revised Edition

by Lewis Tunstall, Leandro von Werra, Thomas Wolf ...

Since their introduction in 2017, transformers have quickly become the dominant architecture for achieving state-of-the-art results on a variety of natural language processing tasks. If you're a data scientist or coder, this practical book -now revised in full color- shows you how to train and scale these large models using Hugging Face Transformers, a Python-based deep learning library ... Read more

$41.99 USD

Since their introduction in 2017, transformers have quickly become the dominant architecture for achieving state-of-the-art results on a variety of natural language processing tasks. If you're a data scientist or coder, this practical book -now revised in full color- shows you how to train and scale these large models using Hugging Face Transformers, a Python-based deep learning library
... Read more
Data Science

by John D. Kelleher, Brendan Tierney ...

Series series The MIT Press Essential Knowledge series
A concise introduction to the emerging field of data science, explaining its evolution, relation to machine learning, current uses, data infrastructure issues, and ethical challenges.The goal of data science is to improve decision making through the analysis of data. Today data science determines the ads we see online, the books and movies that are recommended to us online, which emails are ... Read more

$13.99 USD

A concise introduction to the emerging field of data science, explaining its evolution, relation to machine learning, current uses, data infrastructure issues, and ethical challenges.The goal of data science is to improve decision making through the analysis of data. Today data science determines the ads we see online, the books and movies that are recommended to us online, which emails are
... Read more
Kafka: The Definitive Guide

Real-Time Data and Stream Processing at Scale

by Gwen Shapira, Todd Palino, Rajini Sivaram, Krit Petty ...

Every enterprise application creates data, whether it consists of log messages, metrics, user activity, or outgoing messages. Moving all this data is just as important as the data itself. With this updated edition, application architects, developers, and production engineers new to the Kafka streaming platform will learn how to handle data in motion. Additional chapters cover Kafka's AdminClient ... Read more

$48.99 USD

Every enterprise application creates data, whether it consists of log messages, metrics, user activity, or outgoing messages. Moving all this data is just as important as the data itself. With this updated edition, application architects, developers, and production engineers new to the Kafka streaming platform will learn how to handle data in motion. Additional chapters cover Kafka's AdminClient
... Read more
Doing Data Science

Straight Talk from the Frontline

by Cathy O'Neil, Rachel Schutt ...

Now that people are aware that data can make the difference in an election or a business model, data science as an occupation is gaining ground. But how can you get started working in a wide-ranging, interdisciplinary field that’s so clouded in hype? This insightful book, based on Columbia University’s Introduction to Data Science class, tells you what you need to know.In many of these chapter ... Read more

$28.09 USD

Now that people are aware that data can make the difference in an election or a business model, data science as an occupation is gaining ground. But how can you get started working in a wide-ranging, interdisciplinary field that’s so clouded in hype? This insightful book, based on Columbia University’s Introduction to Data Science class, tells you what you need to know.In many of these chapter
... Read more
Streaming Systems

The What, Where, When, and How of Large-Scale Data Processing

by Tyler Akidau, Slava Chernyak, Reuven Lax ...

Streaming data is a big deal in big data these days. As more and more businesses seek to tame the massive unbounded data sets that pervade our world, streaming systems have finally reached a level of maturity sufficient for mainstream adoption. With this practical guide, data engineers, data scientists, and developers will learn how to work with streaming data in a conceptual and platform-agnostic ... Read more

$48.99 USD

Streaming data is a big deal in big data these days. As more and more businesses seek to tame the massive unbounded data sets that pervade our world, streaming systems have finally reached a level of maturity sufficient for mainstream adoption. With this practical guide, data engineers, data scientists, and developers will learn how to work with streaming data in a conceptual and platform-agnostic
... Read more
Python in a Nutshell

A Desktop Quick Reference

by Alex Martelli, Anna Martelli Ravenscroft, Steve Holden, Paul McGuire ...

Python was recently ranked as today's most popular programming language on the TIOBE index, thanks to its broad applicability to design and prototyping to testing, deployment, and maintenance. With this updated fourth edition, you'll learn how to get the most out of Python, whether you're a professional programmer or someone who needs this language to solve problems in a particular field.Carefully ... Read more

$55.49 USD

Python was recently ranked as today's most popular programming language on the TIOBE index, thanks to its broad applicability to design and prototyping to testing, deployment, and maintenance. With this updated fourth edition, you'll learn how to get the most out of Python, whether you're a professional programmer or someone who needs this language to solve problems in a particular field.Carefully
... Read more
Planning for Big Data

by Edd Wilder-James ...

In an age where everything is measurable, understanding big data is an essential. From creating new data-driven products through to increasing operational efficiency, big data has the potential to make your organization both more competitive and more innovative.As this emerging field transitions from the bleeding edge to enterprise infrastructure, it's vital to understand not only the technologies ... Read more

Free

In an age where everything is measurable, understanding big data is an essential. From creating new data-driven products through to increasing operational efficiency, big data has the potential to make your organization both more competitive and more innovative.As this emerging field transitions from the bleeding edge to enterprise infrastructure, it's vital to understand not only the technologies
... Read more
SQL and Relational Theory

How to Write Accurate SQL Code

by C.J. Date ...

SQL is full of difficulties and traps for the unwary. You can avoid them if you understand relational theory, but only if you know how to put that theory into practice. In this book, Chris Date explains relational theory in depth, and demonstrates through numerous examples and exercises how you can apply it to your use of SQL.This third edition has been revised, extended, and improved throughout. ... Read more

$24.99 USD

SQL is full of difficulties and traps for the unwary. You can avoid them if you understand relational theory, but only if you know how to put that theory into practice. In this book, Chris Date explains relational theory in depth, and demonstrates through numerous examples and exercises how you can apply it to your use of SQL.This third edition has been revised, extended, and improved throughout.
... Read more
Data Pipelines Pocket Reference

by James Densmore ...

Data pipelines are the foundation for success in data analytics. Moving data from numerous diverse sources and transforming it to provide context is the difference between having data and actually gaining value from it. This pocket reference defines data pipelines and explains how they work in today's modern data stack.You'll learn common considerations and key decision points when implementing ... Read more

$18.79 USD

Data pipelines are the foundation for success in data analytics. Moving data from numerous diverse sources and transforming it to provide context is the difference between having data and actually gaining value from it. This pocket reference defines data pipelines and explains how they work in today's modern data stack.You'll learn common considerations and key decision points when implementing
... Read more
Analyzing the Analyzers

An Introspective Survey of Data Scientists and Their Work

by Harlan Harris, Sean Murphy, Marck Vaisman ...

Despite the excitement around "data science," "big data," and "analytics," the ambiguity of these terms has led to poor communication between data scientists and organizations seeking their help. In this report, authors Harlan Harris, Sean Murphy, and Marck Vaisman examine their survey of several hundred data science practitioners in mid-2012, when they asked respondents how they viewed their ... Read more

Free

Despite the excitement around "data science," "big data," and "analytics," the ambiguity of these terms has led to poor communication between data scientists and organizations seeking their help. In this report, authors Harlan Harris, Sean Murphy, and Marck Vaisman examine their survey of several hundred data science practitioners in mid-2012, when they asked respondents how they viewed their
... Read more
Why Artificial Intelligence Necessitates Going Beyond Traditional Infrastructure:

Creating a Data Pipeline that Enables AI, Machine Learning and Deep Learning

by Continental Resources ...

Artificial intelligence is here. Is your infrastructure ready?Adopting artificial intelligence (AI) technologies is the top initiative for 61% of IT leaders.1 Many of them are focused on investing in solutions like machine learning (ML) and deep learning (DL), two AI techniques that require massive stores of data and are extremely compute intensive. This rapid, impending adoption presents server ... Read more

Free

Artificial intelligence is here. Is your infrastructure ready?Adopting artificial intelligence (AI) technologies is the top initiative for 61% of IT leaders.1 Many of them are focused on investing in solutions like machine learning (ML) and deep learning (DL), two AI techniques that require massive stores of data and are extremely compute intensive. This rapid, impending adoption presents server
... Read more
Deep Neural Networks and Data for Automated Driving

Robustness, Uncertainty Quantification, and Insights Towards Safety

Edited by Tim Fingscheidt, Hanno Gottschalk, Sebastian Houben ...

This open access book brings together the latest developments from industry and research on automated driving and artificial intelligence.Environment perception for highly automated driving heavily employs deep neural networks, facing many challenges. How much data do we need for training and testing? How to use synthetic data to save labeling costs for training? How do we increase robustness and ... Read more

Free

This open access book brings together the latest developments from industry and research on automated driving and artificial intelligence.Environment perception for highly automated driving heavily employs deep neural networks, facing many challenges. How much data do we need for training and testing? How to use synthetic data to save labeling costs for training? How do we increase robustness and
... Read more
Microsoft Excel Spreadsheet Data Formulas

by Kenny L Keys ...

This book will allow users to quickly master Microsoft Excel data formulas: left, right, mid, trim, len, find, index, if, and, or, iserror, hlookup, vlookup, concatenate, offset, match, small, and large. In order to create powerful mega-formulas, which are used to extract and manipulate data without using VBA or macros, users will learn how to nestle formulas. This book makes it much easier for ... Read more

$4.00 USD

This book will allow users to quickly master Microsoft Excel data formulas: left, right, mid, trim, len, find, index, if, and, or, iserror, hlookup, vlookup, concatenate, offset, match, small, and large. In order to create powerful mega-formulas, which are used to extract and manipulate data without using VBA or macros, users will learn how to nestle formulas. This book makes it much easier for
... Read more
High Performance MySQL

Proven Strategies for Operating at Scale

by Silvia Botros, Jeremy Tinley ...

How can you realize MySQL's full power? With High Performance MySQL, you'll learn advanced techniques for everything from setting service-level objectives to designing schemas, indexes, and queries to tuning your server, operating system, and hardware to achieve your platform's full potential. This guide also teaches database administrators safe and practical ways to scale applications through ... Read more

$41.09 USD

How can you realize MySQL's full power? With High Performance MySQL, you'll learn advanced techniques for everything from setting service-level objectives to designing schemas, indexes, and queries to tuning your server, operating system, and hardware to achieve your platform's full potential. This guide also teaches database administrators safe and practical ways to scale applications through
... Read more
Storytelling with Data

Let's Practice!

by Cole Nussbaumer Knaflic ...

Influence action through data!This is not a book. It is a one-of-a-kind immersive learning experience through which you can become—or teach others to be—a powerful data storyteller.Let’s practice! helps you build confidence and credibility to create graphs and visualizations that make sense and weave them into action-inspiring stories. Expanding upon best seller storytelling with data’s ... Read more

$25.00 USD

Influence action through data!This is not a book. It is a one-of-a-kind immersive learning experience through which you can become—or teach others to be—a powerful data storyteller.Let’s practice! helps you build confidence and credibility to create graphs and visualizations that make sense and weave them into action-inspiring stories. Expanding upon best seller storytelling with data’s
... Read more
A City Is Not a Computer

Other Urban Intelligences

by Shannon Mattern ...

Series series Places Books
A bold reassessment of "smart cities" that reveals what is lost when we conceive of our urban spaces as computersComputational models of urbanism—smart cities that use data-driven planning and algorithmic administration—promise to deliver new urban efficiencies and conveniences. Yet these models limit our understanding of what we can know about a city. A City Is Not a Computer reveals how cities ... Read more

$14.99 USD

A bold reassessment of "smart cities" that reveals what is lost when we conceive of our urban spaces as computersComputational models of urbanism—smart cities that use data-driven planning and algorithmic administration—promise to deliver new urban efficiencies and conveniences. Yet these models limit our understanding of what we can know about a city. A City Is Not a Computer reveals how cities
... Read more
Mastering Algorithms with C

Useful Techniques from Sorting to Encryption

by Kyle Loudon ...

There are many books on data structures and algorithms, including some with useful libraries of C functions. Mastering Algorithms with C offers you a unique combination of theoretical background and working code. With robust solutions for everyday programming tasks, this book avoids the abstract style of most classic data structures and algorithms texts, but still provides all of the information ... Read more

$36.99 USD

There are many books on data structures and algorithms, including some with useful libraries of C functions. Mastering Algorithms with C offers you a unique combination of theoretical background and working code. With robust solutions for everyday programming tasks, this book avoids the abstract style of most classic data structures and algorithms texts, but still provides all of the information
... Read more

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