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Leverage the power of Scala with different tools to build scalable, robust data science applications

About This Book

• A complete guide for scalable data science solutions, from data ingestion to data visualization
• Deploy horizontally scalable data processing pipelines and take advantage of web frameworks to build engaging visualizations
• Build functional, type-safe routines to interact with relational and NoSQL databases with the help of tutorials and examples provided

Who This Book Is For

If you are a Scala developer or data scientist, or if you want to enter the field of data science, then this book will give you all the tools you need to implement data science solutions.

What You Will Learn

• Transform and filter tabular data to extract features for machine learning
• Implement your own algorithms or take advantage of MLLib's extensive suite of models to build distributed machine learning pipelines
• Read, transform, and write data to both SQL and NoSQL databases in a functional manner
• Write robust routines to query web APIs
• Read data from web APIs such as the GitHub or Twitter API
• Use Scala to interact with MongoDB, which offers high performance and helps to store large data sets with uncertain query requirements
• Create Scala web applications that couple with JavaScript libraries such as D3 to create compelling interactive visualizations
• Deploy scalable parallel applications using Apache Spark, loading data from HDFS or Hive

In Detail

Scala is a multi-paradigm programming language (it supports both object-oriented and functional programming) and scripting language used to build applications for the JVM. Languages such as R, Python, Java, and so on are mostly used for data science. It is particularly good at analyzing large sets of data without any significant impact on performance and thus Scala is being adopted by many developers and data scientists. Data scientists might be aware that building applications that are truly scalable is hard. Scala, with its powerful functional libraries for interacting with databases and building scalable frameworks will give you the tools to construct robust data pipelines.

This book will introduce you to the libraries for ingesting, storing, manipulating, processing, and visualizing data in Scala.

Packed with real-world examples and interesting data sets, this book will teach you to ingest data from flat files and web APIs and store it in a SQL or NoSQL database. It will show you how to design scalable architectures to process and modelling your data, starting from simple concurrency constructs such as parallel collections and futures, through to actor systems and Apache Spark. As well as Scala's emphasis on functional structures and immutability, you will learn how to use the right parallel construct for the job at hand, minimizing development time without compromising scalability. Finally, you will learn how to build beautiful interactive visualizations using web frameworks.

This book gives tutorials on some of the most common Scala libraries for data science, allowing you to quickly get up to speed with building data science and data engineering solutions.

Style and approach

A tutorial with complete examples, this book will give you the tools to start building useful data engineering and data science solutions straightaway

• Sales Rank: #866758 in Books
• Published on: 2016-01-28
• Released on: 2016-01-28
• Original language: English
• Number of items: 1
• Dimensions: 9.25" h x .94" w x 7.50" l, 1.57 pounds
• Binding: Paperback
• 416 pages

About the Author

Pascal Bugnion

Pascal Bugnion is a data engineer at the ASI, a consultancy offering bespoke data science services. Previously, he was the head of data engineering at SCL Elections. He holds a PhD in computational physics from Cambridge University. Besides Scala, Pascal is a keen Python developer. He has contributed to NumPy, matplotlib and IPython. He also maintains scikit-monaco, an open source library for Monte Carlo integration. He currently lives in London, UK.

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4 of 4 people found the following review helpful.
A practical approach to taming data science with Scala's functional paradigm
By adnan baloch
One of the hottest jobs these days is that of the data scientist. It makes sense given the explosion of data generated by the online activities of millions of internet users and collected by online businesses and social media websites. As the author of this book explains, data scientists need to be conversant in three areas at once: programming, statistics/numerical algorithms and the ability to ask the right questions that will help in making decisions crucial to expanding a business and keeping it competitive. This book deals with the first of these essential skills: programming. Scala is a functional programming language with powerful parallel computing capabilities. The functional part of the language ensures that code written in Scala is terse and avoids common bugs that are the major source of headaches in traditional languages like Python or Java. The one place where Scala lags is in the availability of mature libraries. Still, the author discusses several good Scala libraries that make the Scala programmer's job easy so she can focus on the actual data science. Breeze and Breeze-viz are put to use in manipulating arrays of data and plotting simple graphs respectively. Parallel collections are explained intuitively so that anyone without any experience of parallel computation will find it useful. Futures make it possible to add further concurrency to Scala based projects by freeing the main thread from blocking events like waiting to receive data from a web page.
Databases form the core of data storage in any data focused programming solution. The author shows how to write a functional wrapper for JDBC and also discusses a popular functional wrapper called Slick so the readers will be equipped to handle both scenarios depending on their needs. Gathering data from the web can hardly work without an understanding of interfacing with APIs. The author takes a very practical approach in exploring this crucial aspect by querying the Github API and storing the data in MongoDB. Furthermore, readers get to see how to create their own simple web API. Sooner or later, data scientists have to turn to distributed computing for the horsepower needed to complete their complex calculations. Actor based concurrency using Akka fills this gap and the author gives it an excellent treatment in a dedicated chapter. Machine learning is discussed using MLlib but a good conceptual understanding of ML is needed for this chapter. The uninitiated are forewarned: don't expect the author to teach machine learning in a single chapter. For me, the most exciting two chapters are the ones that use the Play framework with D3.js to build a single page app. This represents true empowerment because it enables budding data scientists to share their fruits of labor with the entire web community in a visually captivating way. In short, data scientists wondering about Scala's effectiveness as a great tool for data science need only skim through this book. They won't be disappointed.

3 of 3 people found the following review helpful.
Scala for Data Science was a fairly good introduction for me to applied Scala applications and interoperability
By DWR
Scala for Data Science was a fairly good introduction for me to applied Scala applications and interoperability. Working through a few examples in this book proved to be my first foray into using Scala. In my opinion, the book seemed a bit light on techniques for statistical learning, but was rich in tools showing how to Scala with JSON, APIs, SQL, MongoDB, and Spark.

2 of 2 people found the following review helpful.
Great book!
By Timothy J. Whittaker
I spent a lot of time looking for a book like this. The other reviewer is correct, there is very little on actual statistical learning in this text, but this is not the author's aim. To me, this is more about awareness of some great Scala (and Java) libraries (with application) that any data scientist should find useful. The definition of data science taken by this book is probably the broadest I have seen - there is something worthwhile in every single chapter of this book.

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Paperback Language: English ISBN-10: 0446698784 ISBN-13: 978-0446698788 Product Dimensions: 9 x 6 x 1 inches Shipping Weight: 15.5 ounces

• Sales Rank: #5893817 in Books
• Published on: 2006-04
• Dimensions: 9.00" h x 5.75" w x 1.00" l,
• Binding: Paperback

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Renowned sugarcrafter, Frances McNaughton, the author of several best-selling books on sugar fairies, creates a magical world in sugarcraft to decorate cakes for fairy lovers everywhere. She begins by revealing the tools and readily available materials she uses and goes on to show techniques such as modelling all the basic shapes required, sculpting with tools, dusting or painting to add colour and texturing with royal icing. There are then ten step by step projects showing how to make beautiful fairies in fairyland scenes. Some are funny or whimsical such as Buxom Fairy and Fairy's Bathtime, others have a fashionable twist like Steampunk Fairy and Gothic Fairy; some create a world of folklore such as the Flower Fairy's Baby and My Friend the Bird, and others are perfect for special occasions: Be My Wife, Christmas Tree Fairy and again, Flower Fairy's Baby. Many, like Peacock Fairy, are stunningly beautiful. Frances McNaughton is building on the success of her best-selling Twenty to Make: Sugar Fairies with these more developed designs, including scenes for the fairies to star in.

• Sales Rank: #905771 in Books
• Published on: 2014-04-15
• Original language: English
• Number of items: 1
• Dimensions: 10.90" h x .50" w x 8.40" l, .0 pounds
• Binding: Paperback
• 128 pages

Review
When it comes to sugarcraft, Frances McNaughton is top of the list. In this book she has created 10 step by step projects to help you create fairies to adorn cakes. The techniques are clearly explained and templates are provided where needed. Moulds are used. The instructions are very detailed. Apart from Be My Wife shown on the front cover, which made me think of Tinkerbell, there are nine more themed fairies including a Gothic one (her wings look a little bat-like). The Peacock design is very beautiful. This will delight anyone who wants to create characters, because once you understand the technique, you can create your own characters.-Welovefinefoods.co.uk

About the Author
Frances McNaughton’s sugarcraft books have become international bestsellers. She has been a tutor and demonstrator for many years, teaching all aspects of sugarcraft to students from beginner to advanced level. She travels all over Europe providing demonstrations and workshops for exhibitions, shops, groups and clubs and has fans in the US, Australia and New Zealand through her online tutorials and sugarcraft products. Frances has made sugarcraft props for the films Notting Hill, Chocolat, Charlie and the Chocolate Factory and three of the Harry Potter films.

Most helpful customer reviews

1 of 1 people found the following review helpful.
I have most of the books written by Frances and love them all
By Busy Granny
Cant wait to start making the things in this book. I have most of the books written by Frances and love them all.

1 of 1 people found the following review helpful.
Five Stars
By six
AWSOME book detailing is great !

0 of 0 people found the following review helpful.
Five Stars
By valerie
very helpful book delightful

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It's bedtime in the Star Wars galaxy, and Darth Vader's parenting skills are tested anew in this delightful follow-up to the breakout New York Times bestsellers Darth Vader™ and Son and Vader's™ Little Princess. In this Episode, the Sith Lord must soothe his rambunctious twins, Luke and Leia—who are not ready to sleep and who insist on a story. As Vader reads, the book looks in on favorite creatures, droids, and characters, such as Yoda, R2-D2, Han Solo, Chewbacca, Darth Maul, Admiral Ackbar, Boba Fett, and many others as they tuck in, yawn, and settle down to dream. As ever, Jeffrey Brown's charming illustrations and humor glow throughout, playing on children's book conventions to enchant adults and kids alike.

• Sales Rank: #2314 in Books
• Size: N/A
• Color: n/a
• Brand: Chronicle Books LLC
• Published on: 2014-07-22
• Released on: 2014-07-22
• Original language: English
• Number of items: 1
• Dimensions: 6.88" h x .50" w x 6.75" l, .50 pounds
• Binding: Hardcover
• 64 pages

Review
Holiday Gift Guide Pick
"A fun, appropriate gift for the child in your life, and an even more adorable gift for the adult Star Wars fans out there."
-Geeks of Doom

"Goodnight Darth Vader by Jeffrey Brown is a great gift book for the Star Wars fan in your life. I think it will delight anyone with a healthy sense of humor. For parents like me, it means I get to read a book to my son that we both enjoy instead of it being a one sided affair. It probably also means I read to him even more, which is a great thing. I recommend picking this one up. I have the other books in the series too but I think this is my favorite by far."
-MakingStarWars.net

"Episode Eight P.M.: Bedtime." Darth Vader may rule the galaxy, but that doesn't mean he can get his twins, Luke and Leia, to go to sleep. They beg him to read them a bedtime story, and the tale takes readers across the Star Wars universe, incorporating characters and references from all the movies, including Star Wars: The Clone Wars. It is adult fans who are most likely to know who Ahsoka is, to be amused by baby Han and Chewie unable to sleep in "this wretched hive of scum and villainy," or to laugh at Admiral Ackbar's line, "It's a bedtime snack!" And thanks to the overall silly content, even if little ones don't catch all the references, they're likely to get a kick out of this, too. The pages are filled with Brown's cartoony and detailed art, giving readers and listeners alike a lot to enjoy...A perfect choice for nerdy parents."
-Booklist

"Goodnight Darth Vader is fun for the whole family."
-Family Choice Awards

"Goodnight Darth Vader quite simply is the perfect bedtime book for your youngest kids. It's filled with gorgeous artwork and lots of scenes of the various characters of Star Wars getting ready for bed. This 64 page hardcover won't take long to read, but will hopefully put your children in just the right mindset to fall asleep. And for us older Star Wars fans, there's some nice nods to the films."
-Roqoo Depot

"I would like to start with a small request.I would like Jeffrey Brown to continue to make "Star Wars" books..forever. He started with "Darth Vader and Son" and then "Vader's Little Princess" and now "Goodnight Darth Vader", which is the best of them all. ... If you have kids, this is a must purchase.if you don't and still love "Star Wars", this is still a must purchase."
-MediaMikes

"Stars Wars lovers and their children will giggle as Darth Vader attempts to coax his twins - Luke and Leia, of course - to sleep in Goodnight Darth Vader by Jeffrey Brown. The rhyming book features fantastic illustrations and imagined scenarios about what the Star Wars universe looks and sounds like at bedtime."
Savvy Sassy Moms

About the Author
Jeffrey Brown is an Eisner Award–winning artist and writer of Darth Vader™ and Son, Vader's™ Little Princess, Kids Are Weird, and numerous graphic novels and comics. A lifelong Star Wars fan, he lives in Chicago with his wife and two sons.

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34 of 37 people found the following review helpful.
Finally, a nice Goodnight book in the Star Wars universe
By Neko-san
This is basically a Goodnight book in the world of Star Wars, Jeffrey Brown's style. I like it as a Goodnight book, but there are better in this market. It also works as a Star Wars book that you can peruse for a chuckle. This is a could-have if your kid already love Star Wars characters, you are a fervent Star Wars collector or you like Jeffrey Brown art.

Goodnight Darth Vader is a departure of previous instances such as Darth Vader and Son or Jedi Academy. Indeed, this is a book intended to be read to your kid or with your kid to put him in the mood for sleep. Therefore, there is no Star Wars action on it.

SPOILERS :)

The book starts with Darth Vader trying to get Leia and Luke to sleep and ends with Darth Vader, Luke and Leia falling asleep and the mandatory goodnight to each of them. What is in between is a collection of various scenes (I counted 26) where characters from the Star Wars universe are going to sleep presented within two pages and a rhyme on each. Sometimes the rhyme doesn't work, but the art remains interesting. It's worth mentioning that this book include character from the the prequels, clone wars and the original trilogy, which is very cool.

So overall, your milage may vary. I like this book for what it is. However, for a quick chuckle, I prefer Darth Vader and Son or Vader's Little Princess.

7 of 7 people found the following review helpful.
A great addition to my Jeffrey Brown Star Wars colleciton
By Rico
I got two of Jeffrey Brown's Starwars books, "Vader and Son" and Vader's little Princess, and love this continuation. If I ever had children and want to get them started off of right with Star Wars, this book would be great to read to them and get them familiar with the Star Wars Universe. I love the illustrations in the book and just how many characters are mentioned in it whither they are minor parts in the movie like Sebulba, the pod racer in episode one or someone major like Han Solo. All of the characters are trying to get to bed in the book and it's hilarious to see how each one tries to do that.

7 of 8 people found the following review helpful.
Missed opportunity
By Aaron
It's a cute premise, to work as a bedtime book for kids you really want the meter and rhymes to be right. Mr. Brown does very cute illustrations, but he's no poet. There's no meter established for the stanzas on each page, and many of the rhymes don't work. Rhyming "wookies" with "trees" is awkward at best, for example.

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• Sales Rank: #4649963 in Books
• Published on: 1983-10-28
• Binding: Hardcover

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• Sales Rank: #2393902 in Books
• Published on: 1989-12
• Original language: German
• Dimensions: 11.00" h x 7.75" w x .75" l, .92 pounds
• Binding: Hardcover

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0 of 0 people found the following review helpful.
Five Stars
By ja
Great reference book, item was received in excellent/new condition with transparency plates intact. No markings on the book.

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On 4 October 1992, El Al Israel Airlines Flight 1862, a Boeing 747-200 Freighter, departed from Schiphol Airport, Amsterdam, on its way to Tel Aviv, Israel. Seven minutes after take-off the plane lost engine no. 3 and 4 and crashed in an apartment block just outside Amsterdam, killing 43 people. The investigation concluded that the design and certification of the B 747 pylon was inadequate to provide the required level of safety. Furthermore the system to ensure structural integrity by inspection failed.

• Sales Rank: #10881126 in Books
• Brand: Brand: lulu.com
• Published on: 2012-06-25
• Original language: English
• Number of items: 1
• Dimensions: 9.00" h x .38" w x 6.00" l, .51 pounds
• Binding: Paperback
• 152 pages

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