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Big Data Analytics with Spark is a step-by-step guide for learning Spark, which is an open-source fast and general-purpose cluster computing framework for large-scale data analysis. You will learn how to use Spark for different types of big data analytics projects, including batch, interactive, graph, and stream data analysis as well as machine learning. In addition, this book will help you become a much sought-after Spark expert.

Spark is one of the hottest Big Data technologies. The amount of data generated today by devices, applications and users is exploding. Therefore, there is a critical need for tools that can analyze large-scale data and unlock value from it. Spark is a powerful technology that meets that need. You can, for example, use Spark to perform low latency computations through the use of efficient caching and iterative algorithms; leverage the features of its shell for easy and interactive Data analysis; employ its fast batch processing and low latency features to process your real time data streams and so on. As a result, adoption of Spark is rapidly growing and is replacing Hadoop MapReduce as the technology of choice for big data analytics.

This book provides an introduction to Spark and related big-data technologies. It covers Spark core and its add-on libraries, including Spark SQL, Spark Streaming, GraphX, and MLlib. Big Data Analytics with Spark is therefore written for busy professionals who prefer learning a new technology from a consolidated source instead of spending countless hours on the Internet trying to pick bits and pieces from different sources.

The book also provides a chapter on Scala, the hottest functional programming language, and the program that underlies Spark. You’ll learn the basics of functional programming in Scala, so that you can write Spark applications in it.

What's more, Big Data Analytics with Spark provides an introduction to other big data technologies that are commonly used along with Spark, like Hive, Avro, Kafka and so on. So the book is self-sufficient; all the technologies that you need to know to use Spark are covered. The only thing that you are expected to know is programming in any language.

There is a critical shortage of people with big data expertise, so companies are willing to pay top dollar for people with skills in areas like Spark and Scala. So reading this book and absorbing its principles will provide a boost―possibly a big boost―to your career.

• Sales Rank: #201081 in Books
• Published on: 2015-11-25
• Released on: 2015-12-30
• Original language: English
• Number of items: 1
• Dimensions: 10.00" h x .69" w x 7.00" l, .0 pounds
• Binding: Paperback
• 277 pages

About the Author

Mohammed Guller is the principal architect at Glassbeam, where he leads the development of advanced and predictive analytics products. He is a big data and Spark expert. He is frequently invited to speak at big data–related conferences. He is passionate about building new products, big data analytics, and machine learning.

Over the last 20 years, Mohammed has successfully led the development of several innovative technology products from concept to release. Prior to joining Glassbeam, he was the founder of TrustRecs.com, which he started after working at IBM for five years. Before IBM, he worked in a number of hi-tech start-ups, leading new product development.

Mohammed has a master's of business administration from the University of California, Berkeley, and a master's of computer applications from RCC, Gujarat University, India.

Most helpful customer reviews

4 of 4 people found the following review helpful.
Good (but very basic) book. More breath than depth
By Abhishek Srivastava
I liked the book. it nice and simple and good for beginners.

One issue I found is that this book covers the the entire spark eco-system (spark core, spark sql, spark streaming, mllib) in a very brief way. it doesn't go deep into any of the topics. This makes it very similar to the spark programming guide on the web which also adopts a similar pattern.

What would have been nice if the author would have gone deep into spark-core. Upon reading this book, it didn't teach me anything more than the spark programming guide

5 of 6 people found the following review helpful.
If you want to learn Spark, buy this book. Highly recommended
By Ian Stirk
Hi,

I have written a detailed chapter-by-chapter review of this book on www DOT i-programmer DOT info, the first and last parts of this review are given here. For my review of all chapters, search i-programmer DOT info for STIRK together with the book's title.

This book aims to provide a “...concise and easy-to-understand tutorial for big data and Spark”. How does it fare?

Spark is increasing the tool of choice for big data processing, being much faster than Hadoop’s MapReduce. After putting Spark into a big data context, the book aims to cover Spark’s core library, together with its more specialized libraries for Streaming, Machine Learning, SQL, and Graphing.

The book is aimed at developers that are new to Spark, some general background programming knowledge required, but little else.

Chapter 1 Big Data Technology Landscape

This chapter opens with a discussion about the current big data age, with data as the lifeblood of organizations, and growing exponentially. The standard 3Vs definition of big data is explored (velocity, variety, volume). Traditional relational database management systems (RDBMS) are unable to process these large volumes in a timely manner – this is where the scalability of big data systems comes into its own.

Next, the chapter discusses some technologies that are either used with Spark, or Spark competes with. The first technology is Hadoop, this is fault tolerant and scalable, and runs on commodity hardware. The three major components of Hadoop are discussed: YARN (Yet Another Resource Negotiator), MapReduce (distributed processing model), and HDFS (Hadoop Distributed File System). Spark is increasingly being used in place of MapReduce owning to its faster speed. The section briefly discusses Hive, a data warehouse with a SQL like interface, Spark SQL is expected to supersede Hive on many systems.

The chapter continues with a look at some common binary formats for serializing (storing on disk) big data, and their pros and cons. Specifically Avro, Thrift, Protocol Buffers, and SequenceFile are examined. Next, some column storage formats, which have performance advantages when the client requires a subset of columns, were briefly discussed, namely: RCFile, ORC, and Parquet.

Then a brief overview of messaging systems is provided, together with the advantages of having a layer of abstraction between producers and consumers. Specifically, Kafka and ZeroMQ are discussed with the aid of useful supporting diagrams.

NoSQL is then examined. The various types of NoSQL databases have different aims to the traditional RDBMS, typically trading Atomicity, Consistency, Isolation, Durability (ACID) for scalability and flexibility. The specific NoSQL databases briefly discussed are Cassandra and HBase. I sometimes wonder if it is meaningful to group NoSQL databases together. Is it meaningful to divide sports into Football and NoFootball? Are all the NoFootball sports meaningful as a group?

The chapter ends with a look at some distributed SQL query engines, these do not use MapReduce batch jobs, and are thus more oriented to interactive querying. The engines briefly examined are: Impala, Presto, and Apache Drill.

This chapter provides an excellent overview of big data technology. It should be noted there are many more technologies than described, but the examples given are sufficient to explain the topic areas. This is possibly the best backgrounder to big data I’ve read.

The discussions are very well written, concise and clear, with helpful diagrams, and no wasted words. There’s a good flow between the topics, and useful links between chapters. There are website links for further information. These traits apply to all the chapters in the book.
.
.
.
Conclusion

This book aims to provide a “...concise and easy-to-understand tutorial for big data and Spark”, and clearly succeeds. The book is exceptionally well written. Helpful explanations, diagrams, practical step-by-step walkthroughs, annotated code, inter-chapter links, and website links abound throughout.

The book is aimed at developers that are new to Spark, and explains concepts from the beginning. If you work through the book you should become competent in the use of Spark, there is much more to learn of course, but this book gives a solid foundation in both core Spark and its major specialized libraries: Streaming, Machine Learning, SQL, and Graphing.

The book is based on workshops given by the author, and clearly the feedback from these has been useful in creating this book, since it seems to have answered all the questions I had.

This book provides everything you need to know to get started with Spark, explained in an easy-to-follow manner. If you want to learn Spark, buy this book. Highly recommended

2 of 2 people found the following review helpful.
Well Organized and informative book
By Technocrat
This book is a very well written definitive overview of Spark. This is a great book for those who want to learn about spark but dont know where to start from.
Fundamentals are very well explained in the book for developers who are new to spark. It starts with great overview of big data technology and helps in building basics and then moves on to explore more advanced topics. The book covers Spark core and its specialized add-on libraries too. This book also contains a plenty of sample examples which are really useful. Even if you are new to the subject this book has enough information to get a developer started on spark projects.
In short this book is really well organized, very informative and easy to follow. Highly recommended .

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In commemoration of the one-hundredth anniversary of his birth, Ansel Adams at 100 presents an intriguing new look at this distinguished photographer's work. The legendary curator John Szarkowski, director emeritus of the Department of Photography at New York's Museum of Modern Art, has painstakingly selected what he considers Adams' finest work and has attempted to find the single best photographic print of each.
Szarkowski writes that "Ansel Adams at 100 is the product of a thorough review of work that Adams, at various times in his career, considered important. It includes many photographs that will be unfamiliar to lovers of Adams' work, and a substantial number that will be new to Adams scholars. The book is an attempt to identify that work on which Adams' claim as an important modern artist must rest." Ansel Adams at 100-the highly acclaimed international exhibition and the book, with Szarkowski's incisive critical essay-is the first serious effort since Adams' death in 1984 to reevaluate his achievement as an artist.
The exhibition prints, drawn from important public and private collections, have been meticulously reproduced in tritone to create the splendid plates in this edition, faithfully rendering the nuances of the original prints. Ansel Adams at 100 is the definitive book on this great American artist. John Szarkowski is director emeritus of the Department of Photography, The Museum of Modern Art, New York. He is the author of such classic works as Looking at Photographs, The Photographer's Eye, Photography Until Now, and Atget, as well as several books of his own photographs, including the recently reissued The Idea of Louis Sullivan.

• Sales Rank: #746915 in Books
• Brand: Brand: Ansel Adams
• Published on: 2001-08-02
• Original language: English
• Number of items: 1
• Dimensions: 14.50" h x 1.50" w x 13.00" l, 7.87 pounds
• Binding: Hardcover
• 200 pages

Features

• Used Book in Good Condition

Amazon.com Review
Ansel Adams at 100 celebrates the centenary of one of America's best-loved photographers. This superlative catalog of an exhibition organized by San Francisco Museum of Modern Art presents the most dramatic and the most delicate of Adams's formal compositions, from spectacular mountainscapes to grasses on a pond, all reflecting his avowedly religious relationship to nature. Previously unpublished examples of Adams's early images show how he worked through the day, using changing light and different vantage points to interpret a subject. A fascinating comparison of his darkroom techniques is given in two printings of a 1948 negative of Mount McKinley, made in 1949 and 1978 to very different effects, one brooding and luminous, the other crisp and monumental. (The conventional wisdom is to prefer the earlier, but this reviewer loves them both.) The text by John Szarkowski, director emeritus of New York MoMA's photography department, gives biographical details and gracefully places Adams in the history of 20th-century photography and the conservation movement. Impeccable technical standards were a hallmark of Adams's work, and this book follows his tradition. Each black-and-white image is a tritone, meaning that it was printed from three different plates corresponding to different parts of the original photograph's gray scale, resulting in an extremely rich chromatic range. Light really does appear to glisten off a wet rock, and white aspens to glow. The images have been very carefully chosen, each page of a double spread complementing the other. The book's paper is custom-made, it is bound in linen and presented in a linen slipcase, and a complimentary facsimile of one of Adams's icons is included. The whole adds up to a most unusual and pleasing artifact: Ansel Adams at 100 consciously sets out to be the definitive study of a master, and it succeeds. --John Stevenson

From Publishers Weekly
Grandly proportioned, linen-bound and graceful as the images it conveys, Ansel Adams at 100 commemorates the birth of the famous native San Franciscan photographer with 114 of Adams's rich, beloved images spanning his oeuvre, and some delightful photos of the artist. The book and accompanying centennial exhibit at San Francisco's Museum of Modern Art (Aug. 2001-Jan. 2002), curated by John Szarkowski, director of the department of photography at New York's Museum of Modern Art, reevaluate the impact of Adams's work on photography, landscapes and the audience. "His pictures have enlarged our visceral knowledge of things that we do not understand," writes Szarkowski. He relates specific epiphanies that propelled Adams's evolution as an artist, such as when he shot Monolith, the Face of Half Dome, having suddenly realized that using a specific filter would "deepen the tone of the sky almost to black" and capture his emotional experience of the vista.

Copyright 2001 Cahners Business Information, Inc.

Review
"A book that's also art."

―The New York Times

"Long after the museum tour of Ansel Adams at 100 ends, this book will endure as a vital document of his vast contribution to the art of landscape."

―San Diego Union Tribune

"[Szarkowski's] incisive biographical essay and reproductions worthy of Adams' exacting standards make [the book] a fitting monument to an American visionary."

―Artnews

"[Adams] probably did as much as any artist of the 20th century to shape the American psyche, to change our perception of the world...These pictures strive for classical purity, order, and finality."

―Washington Post

Most helpful customer reviews

0 of 0 people found the following review helpful.
A Most Important Addition to the Serious Photographer's Book Collection
By David Winter
"AA at 100" is recognized as the consummate volume of his work. Superbly
reproduced images are likely the closest most of us will get to seeing his work
as he visualized. For anyone seriously interested in photographic legacy and history, the book
is a 'must have,' along with "Edward Weston's 50 Years."

An excellent companion volume to 'AA at 100' is Adams' "Examples: The Making of
40 Photographs." In this book, AA offers both technical and anecdotal notes for many
of his iconic images.

0 of 0 people found the following review helpful.
Ansel Adams at 100 is required reading by any photography lover.
By david crothers
A beautifully presented and boxed/packaged volume with a wonderful accompanying text. This is a great buy at an excellent price. This does not mean that one should ignore the other Ansel Adams that are available through Amazon. "Ansel Adams: Yosemite and The High Sierra" is also a must buy for anyone loving this photographer.

0 of 0 people found the following review helpful.
Five Stars
By Dmitrii
My daughter loved this book. It was delivered on time sealed in original packaging.

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• Sales Rank: #507859 in eBooks
• Published on: 2015-11-28
• Released on: 2015-11-28
• Format: Kindle eBook

Most helpful customer reviews

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Book by Sakiya, Tetsuo

• Sales Rank: #1102270 in Books
• Brand: Brand: Kodansha International
• Published on: 1982-09
• Original language: English
• Number of items: 2
• Binding: Hardcover
• 244 pages

Features

• Used Book in Good Condition

Language Notes
Text: English, Japanese (translation)

Most helpful customer reviews

0 of 3 people found the following review helpful.
poor read, not what iexpected
By mr appliance
boring and dry book. lots of useless background the history, i was hoping for more background on development of honda products.

0 of 0 people found the following review helpful.
Great book about a great company
By Scott Brown
I thought this was full of great background information that gave a real sense of where Honda came from and illustrated why they create such incredible products. I admit to being a Honda fanboy, so I guess that could cloud my judgement, but I was thrilled with this book as it was candid and informative. I enjoy learning all about Soichiro Honda, as he's a hero to me. Love the man, his genius and his flaws. But I learned that Honda was so much more than one man through this read. A great book in my opinion.

0 of 0 people found the following review helpful.
Four Stars
By Marcos W. Soria
A must read for all those that blame the downfall of Detroit on unions..........

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International Business Transactions, Second Edition by Daniel C. K. Chow, Tho...

• Binding: Hardcover

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Life. Beauty. Womanhood.
That's what tattoos today are all about. Join the women of Chick Ink in this celebration of the tattoos that grace our bodies, tell our stories, and mark forever the significant moments of our lives. Because if you're a woman with a tattoo, you're woman enough for anything.

• Sales Rank: #1411506 in eBooks
• Published on: 2007-02-01
• Released on: 2007-02-01
• Format: Kindle eBook

About the Author
Karen Hudson is the About.com Guide to Tattoos and Body Piercing, the ninth most accessed site on About.com. Karen is an artist and has served a yearl ong tattoo apprenticeship at a tattoo studio in Dallas, Texas. Her personal links within the tattoo community continue to keep her updated in body art.

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15 of 18 people found the following review helpful.
What's a tattoo book without pictures?!
By Katie Powers
I was really excited to read this book, and the stories are pretty neat, but I was completely bummed that there's not one single picture of a tattoo included! At the end of every story, I wanted to see how that chick's tat turned out...and had nothing to look at. Neat concept, but really lacking.

5 of 5 people found the following review helpful.
EYE OPENING WITH AN OPEN MIND
By Bonnie L. Poynter
I have to admit-this was more interesting than I thought it would be. You see, being a mother we have and WANT to be included in the realm of our children's interests no matter how far off the wall they may seem (as long as it's legal of course) I do not have any tattoos and although I'm old enough to know NEVER SAY NEVER I don't have any plans on getting one. I read 1-2 stories a day in-between my busy schedule and now I find myself talking with the young girls I work with about THEIR's and they all DO have a story and meaning behind what they chose to have inked on them permanently. I never would have thought of that BEFORE reading the book. Realizing this opens a door for conversation with someone that maybe would not have been there before. I do recommend reading it-yes I would have liked to see some pictures too, but maybe the publishers will oblige with the NEXT book by this editor, my daughter.

2 of 2 people found the following review helpful.
Finally a Book That Tells Our Story
By K. Winter
This book is a wonderful collection of stories from real, everyday women who have ink and are not freaks for it. It gives voice to those who proudly carry ink, even if we sometimes have to cover it to maintain propriety in an office setting. It even helps those who are not inked and have preconceived notions about inked women understand where we are comming from.
I have been inked for several years, to the great distress and/or confusion of family and friends. I was the only one in my family to have ink until two months ago, and very few friends of mine have any. I have actually given this book as a gift to family to help them see that it isn't so radical after all.
I have always been interested in tattoos in an anthropological way as well, and this book gives great insight into the "why" so many different women get inked, and why they have no shame in their art. It shows how very false the taboos surrounding women and tattoos are.

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Ever since the Nazis marched into Monique's small French village, terrorizing it, nothing surprises her, until the night Monique encounters ?the little ghost? sitting at the end of her bed. She turns out to be a girl named Sevrine, who has been hiding from the Nazis in Monique's basement. Playing after dark, the two become friends, until, in a terrifying moment, they are discovered, sending both of their families into a nighttime flight.

• Sales Rank: #6063902 in Books
• Published on: 2009-02-05
• Original language: English
• Number of items: 1
• Dimensions: 11.10" h x .40" w x 8.40" l,
• Binding: Hardcover
• 48 pages

Review
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