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• Published on: 1600
• Binding: Paperback

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Key Features

• Set up real-time streaming and batch data intensive infrastructure using Spark and Python
• Deliver insightful visualizations in a web app using Spark (PySpark)
• Inject live data using Spark Streaming with real-time events

Book Description

Looking for a cluster computing system that provides high-level APIs? Apache Spark is your answer―an open source, fast, and general purpose cluster computing system. Spark's multi-stage memory primitives provide performance up to 100 times faster than Hadoop, and it is also well-suited for machine learning algorithms.

Are you a Python developer inclined to work with Spark engine? If so, this book will be your companion as you create data-intensive app using Spark as a processing engine, Python visualization libraries, and web frameworks such as Flask.

To begin with, you will learn the most effective way to install the Python development environment powered by Spark, Blaze, and Bookeh. You will then find out how to connect with data stores such as MySQL, MongoDB, Cassandra, and Hadoop.

You'll expand your skills throughout, getting familiarized with the various data sources (Github, Twitter, Meetup, and Blogs), their data structures, and solutions to effectively tackle complexities. You'll explore datasets using iPython Notebook and will discover how to optimize the data models and pipeline. Finally, you'll get to know how to create training datasets and train the machine learning models.

By the end of the book, you will have created a real-time and insightful trend tracker data-intensive app with Spark.

What you will learn

• Create a Python development environment powered by Spark (PySpark), Blaze, and Bookeh
• Build a real-time trend tracker data intensive app
• Visualize the trends and insights gained from data using Bookeh
• Generate insights from data using machine learning through Spark MLLIB
• Juggle with data using Blaze
• Create training data sets and train the Machine Learning models
• Test the machine learning models on test datasets
• Deploy the machine learning algorithms and models and scale it for real-time events

About the Author

Amit Nandi studied physics at the Free University of Brussels in Belgium, where he did his research on computer generated holograms. Computer generated holograms are the key components of an optical computer, which is powered by photons running at the speed of light. He then worked with the university Cray supercomputer, sending batch jobs of programs written in Fortran. This gave him a taste for computing, which kept growing. He has worked extensively on large business reengineering initiatives, using SAP as the main enabler. He focused for the last 15 years on start-ups in the data space, pioneering new areas of the information technology landscape. He is currently focusing on large-scale data-intensive applications as an enterprise architect, data engineer, and software developer. He understands and speaks seven human languages. Although Python is his computer language of choice, he aims to be able to write fluently in seven computer languages too.

Table of Contents

Setting Up a Spark Virtual Environment

Building Batch and Streaming Apps with Spark

Juggling Data with Spark

Learning from Data Using Spark

Streaming Live Data with Spark

Visualizing Insights and Trends

• Sales Rank: #78394 in Books
• Published on: 2015-12-24
• Released on: 2015-12-24
• Original language: English
• Number of items: 1
• Dimensions: 9.25" h x .47" w x 7.50" l, .80 pounds
• Binding: Paperback
• 206 pages

About the Author

Amit Nandi

Amit Nandi studied physics at the Free University of Brussels in Belgium, where he did his research on computer generated holograms. Computer generated holograms are the key components of an optical computer, which is powered by photons running at the speed of light. He then worked with the university Cray supercomputer, sending batch jobs of programs written in Fortran. This gave him a taste for computing, which kept growing. He has worked extensively on large business reengineering initiatives, using SAP as the main enabler. He focused for the last 15 years on start-ups in the data space, pioneering new areas of the information technology landscape. He is currently focusing on large-scale data-intensive applications as an enterprise architect, data engineer, and software developer. He understands and speaks seven human languages. Although Python is his computer language of choice, he aims to be able to write fluently in seven computer languages too.

Most helpful customer reviews

6 of 6 people found the following review helpful.
it is great that author is utilizing some great tech from the ...
By TDL
I really want to give this book five stars, but it has two significant drawbacks. First off, it is absolutely clear that the author is deeply knowledgeable about the subject matter & the tech involved. Also, the author's approach is rock solid in my opinion; I am a big fan of using projects to learn underlying tech. Finally, it is great that author is utilizing some great tech from the PyData world & the Spark world.

The drawbacks, however, are significant. First, the code as presented (at least in the ebook) is in serious need of formatting. The way that the code is presented adds an unnecessary layer of confusion. I'm all for iteratively updating the code as we proceed, but it has to be clear what is happening. The lack of good formatting just tripped me up.

Second, it is not clear that this book was well edited. The author does a great job not assuming much prior knowledge and does a great job in explaining concepts, jargon, and acronyms. I also like the graphics used to visualize ideas and architecture. There are, however, inconsistencies. One example that jumps to mind is in Chapter 3 when shifting from writing the scripts to harvesting data from Twitter (scripts that do not seem to have been tested) to experimenting with Blaze. At the end of "Harvesting and storing data" section it seems as though we will be working with the JSON data, but when we start the "Exploring data using Blaze" section the author is using csv data.

These inconsistencies in the book are huge drawbacks. The blame here should reside with the publisher, since the author has compiled some great material with a great approach to learning the subject matter. If these two drawbacks were fixed, I would happily up this book to 5 stars.

Edit: Why isn't the code available online? Github & Bitbucket both have free public repos. Doesn't make much sense nowadays.

0 of 0 people found the following review helpful.
About everything and nothing in particular.
By Dimitri K
I hoped to learn some details about how to work with Spark in Python, and was disappointed. The author knows some Databases, SQL, some Python, but not too much about Spark. It was a waste of money.

The book is about everything and nothing in particular. Put together some basic principles, some general talk, some screen shots, some diagrams, some Python code, some Twitter API examples, plus wide margins, and you collect enough pages to make a book. Add hot topic "Spark" to the title, and here you are, you have a publication.

0 of 0 people found the following review helpful.
This is just terrible.
By Jan-Samuel Wagner
I don't often leave reviews but I just felt compelled to do so with this book. Here are just a few of my thoughts:
1) The code examples are unreadable.
2) The author skims over important topics in order to squeeze more topics in.
3) The author skims over important details in setting up the environments he describes.
4) Very little of the first few chapters actually deal with Spark, except for some brief examples that are not explained in detail.
Summary: The editors should have taken more time to make sure this is a quality publication. This is just terrible.

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Emotional Fitness Coaching is the practical approach to applying the principles of emotional intelligence to the workplace to create a healthy, positive and creative environment in every situation. Based on thirty years experience in the field, it offers a toolkit for people to be better managers, leaders and professionals while also feeling more at ease with the interpersonal skills vital to any business relationships. Using a storytelling approach it covers a range of techniques including Power Listening, Learning from Experience, the power of Group Dialogue, Creating Balance and Emotional Fitness Storytelling. Each tool is described and examples given of how each could be used in various work circumstances. Exercises throughout the text provide the opportunity for the reader to apply the tools directly to their own context.

• Sales Rank: #2013799 in eBooks
• Published on: 2012-06-03
• Released on: 2012-06-03
• Format: Kindle eBook

Review
Professional Coaches (Life Coaches, Executive Coaches, Business Coaches), HR professionals, managers who want to implement coaching techniques


"[A]n accessible and engaging read that will help any leader, and aspiring leader, get a handle on some of the 'soft skill' competencies critical to their success." --Steve Mitten, Former President of International Coach Federation

"Warren has written a book that not only continues to explore the concept of emotional intelligence, but also highlights an enormous problem experienced across the board today in both professional and personal life – stress." --Times and Transcript, Moncton, New Brunswick

About the Author

Warren Redman is founder and President of the Emotional Fitness Institute in Canada. He has trained and coached high profile professionals and leaders for nearly thirty years. Having developed Emotional Fitness Coaching and written 15 books, he now trains coaches in this approach.

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From the banks of the Mississippi to the streets of St. Louis, finally coming to rest in Colchester. The Lemay Leveller is a the story of one woman's adventure from a troubled childhood, nihilistic youth and finally, triumphant middle age, weaving a thousand diary entries into a narrative that explores life, war, abuse, suicide, homelessness, religion, childhood, duty, patriotism, police violence, sexuality and yet more.

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While harrowing at times, The Lemay Leveller never loses its sense of humour, bringing the reader along on a journey full of music, passion, and wry amusement over the absurdities of life.

• Sales Rank: #4888769 in Books
• Published on: 2015-12-01
• Original language: English
• Number of items: 1
• Dimensions: 9.69" h x .99" w x 7.44" l, 1.92 pounds
• Binding: Paperback
• 492 pages

Most helpful customer reviews

1 of 1 people found the following review helpful.
A harrowing tale that has to be heard
By Danie
The Lemay Leveller is a true to life tale, a piece of social prose and a damn good book besides.

It tells of one girl's fight to overcome and is equally a battle cry to all not to stand idly by.

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The excellent writing allows for an immersion and following that the act of reading cannot achieve by itself. A "Choose you own Adventure" story where someone else is doing the choosing.

And yet it delivers such gems as "I read voraciously, and it was only a matter of time until I did it criminally". Not something I condone but this is a book to get your hands on by any means necessary.

1 of 1 people found the following review helpful.
An incredibly touching and honest story which will help others who have been there too
By iamhanuman
This book follows a young woman from birth to adulthood and feels as intimate as if you are reading her diary. The language is beautiful even as she describes some harrowing incidents and you wish you could climb into the pages to pull her out.
It's a very brave book and anyone who has dealt with abuse, whether that be from family, 'friends' or the state, will feel as though they have a sister who has been in the same place.
It's also a message to the world about how we could make things better, just a little bit, in our own way.
Incredible stuff, and I hope it sells far and wide!

1 of 1 people found the following review helpful.
Read this book
By Syntium
Even if the experiences that Erin goes through are beyond horrible, it's impossible to put down. The language is very accessible, and I am amazed at no matter how much crap life sends her way, she's able to walk through it with her head held high!

Read!

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A bestseller in its original German edition and subsequently translated into more than a dozen languages, Joachim Fest's Hitler as become a classic portrait of a man, a nation, and an era. Fest tells and interprets the extraordinary story of a man's and a nation's rise from impotence to absolute power, as Germany and Hitler, from shared premises, entered into their covenant. He shows Hitler exploiting the resentments of the shaken, post-World War I social order and seeing through all that was hollow behind the appearance of power, at home and abroad. Fest reveals the singularly penetrating politician, hypnotizing Germans and outsiders alike with the scope of his projects and the theatricality of their presentation. Fest also, perhaps most importantly, brilliantly uncovers the destructive personality who aimed at and achieved devastation on an unprecedented scale.

As history and as biography, this is a towering achievement, a compelling story told in a way only a German could tell it, "dispassionately, but from the inside." (Time)

• Sales Rank: #225304 in Books
• Published on: 1974
• Ingredients: Example Ingredients
• Number of items: 1
• Binding: Hardcover
• 844 pages

Language Notes
Text: English, German (translation)

About the Author
Joachim Fest is a highly acclaimed historian and journalist, and the author of several widely respected books on Nazi Germany, including The Face of the Third Reich, Plotting Hitler's Death, and Speer. He worked closely with Albert Speer as the editor of Inside the Third Reich and Spandau: The Secret Diaries. He lives near Frankfurt.

Most helpful customer reviews

57 of 61 people found the following review helpful.
No other biography comes closer to the subject
By R. Smith
As a devoted reader of history, especially of the early 20th century period, I probably have gone through every popular and even arcane book on Hitler and National Socialism. I've read Albert Speer's "Inside the Third Reich," Shirer's "The Rise and Fall of the Third Reach," Alan Bullock's "Hitler and Stalin: Parallel Lives," . . . yet, these books, while informative, lack the depth of understanding of the horrible phenomenon of Hitler that Joachim Fest brings to his biography. Maybe because Fest himself is German and is therefore closer to his subject. Yes, the style is dry, and the book is indeed rather biased at times--the preface is titled incredibly "Hitler and Historical Greatness!" Yet, within that preface, you will find insights and observations that are lacking in all other biographies on the Fuehrer. I myself was riveted from page one all the way to the end. So, if you want to really understand Hitler, read this book. If you want to read a lighter biography, read the sections on Hitler in Bullock's "Hitler and Stalin: Parallel Lives."

70 of 78 people found the following review helpful.
As much a biography of Germany as of Hitler
By Jeffery Cotton
I'm a big fan of biographies, and this remains (some 10 years after reading it) one of my favorites. There is no dearth of books on Hitler, of course. Fest's accomplishment here is that each section on Hitler is straddled by a section describing other events in the world and Germany, always giving the reader a larger context in which Hitler's activities can be placed.
I'm a little dismayed by [people] who suggest that Hitler was merely a sufferer of post-traumatic-stress syndrome after his experience in the trenches of WWI, and that Fest does a disservice (to Hitler?) by leaving this information out. But many people have suffered in the trenches in many wars without later moving on to attempt world domination and genocide.
In any case, Fest's biography omits nothing. It is written in a clear, beautiful language, and will leave you with an entirely new understanding of Hitler, Germans and Germany.

30 of 33 people found the following review helpful.
the ultimate biography
By Roswitha Mcintosh
Joachim Fest's book "Hitler" is a rare pleasure to read. His words create an atmosphere and a world that we can understand. Fest manages to step into the shoes of Hitler -- we sit and day-dream with that man and build castles in the air. More than that, he manages to bare Hitler's mind and soul to the reader. We learn how and why Hitler acted as he did. His actions that are so vile that we absolutely condemn them, suddenly become clearer. We begin to understand and are warned of the power that one single man can usurp, even though he is penniles, without education and friends. Fest does in no way justify Hitler or his tyranny. On the contrary, he does open our eyes so that we see how actions of such brutality are possible. He makes us understand that they can happen again, but also how they can be avoided. It is an in-depth study of a strongman--strongmen by the way come in all sizes; we encounter them in our daily lives. Since Hitler's demise, half a dozen countries have suffered strongmen as heads of state, and it is vital that we understand and recognize a tyrant before it is too late. None better to learn from than Fest's Hitler, one of the shrewdest and most ruthless strongman of them all.
Roswitha McIntosh, author of "The Madman & His Mistress"

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• Sales Rank: #396569 in Books
• Brand: Brand: PUBNI
• Published on: 2013-01-29
• Original language: English
• Number of items: 1
• Dimensions: 9.31" h x .75" w x 9.31" l, .0 pounds
• Binding: Hardcover
• 256 pages

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• Sales Rank: #1446268 in Books
• Published on: 2010-03-08
• Original language: English
• Number of items: 1
• Dimensions: 9.00" h x .30" w x 6.00" l, .41 pounds
• Binding: Paperback
• 120 pages

About the Author
Odie Smith is presently the customer service manager and technical regional manager with CBIZ Network Solutions, LLC in St. Louis. He has been awarded numerous honors for his discipline in professional decision-making, becoming recognized nationally as a superior customer service specialist. Mr. Smith's degree in business administration and his other academic studies have fully prepared him for this new direction. Daval Smith is a certified pharmacy technician for a leading benefits management company in St. Louis. She began her career through the St. Louis Community College system, where she studied childcare development, which led her to pursue a career in childcare. In 1993, Daval and Odie established a non-profit company in which they distributed unemployment assistance information to workers in the St. Louis area who were casualties of layoffs. Mr. and Mrs. Smith have been happily married for twenty-two years, and they are raising their two teenage children.

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