SKU: 98129943744

Data Analysis with Open Source Tools: A Hands-On Guide for Programmers and Data Scientists

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Data Analysis with Open Source Tools: A Hands-On Guide for Programmers and Data ScientistsCollecting data is relatively easy, but turning raw information into something useful requires that you know how to extract precisely what you need. With this insightful book, intermediate to experienced programmers interested in data analysis will learn techniques for working with data in a business environment. You'll learn how to look at data to discover what it contains, how to capture those ideas in conceptual models, and then feed your

Collecting data is relatively easy, but turning raw information into something useful requires that you know how to extract precisely what you need. With this insightful book, intermediate to experienced programmers interested in data analysis will learn techniques for working with data in a business environment. You'll learn how to look at data to discover what it contains, how to capture those ideas in conceptual models, and then feed your understanding back into the organization through business plans, metrics dashboards, and other applications.

Along the way, you'll experiment with concepts through hands-on workshops at the end of each chapter. Above all, you'll learn how to think about the results you want to achieve -- rather than rely on tools to think for you.

  • Use graphics to describe data with one, two, or dozens of variables
  • Develop conceptual models using back-of-the-envelope calculations, as well asscaling and probability arguments
  • Mine data with computationally intensive methods such as simulation and clustering
  • Make your conclusions understandable through reports, dashboards, and other metrics programs
  • Understand financial calculations, including the time-value of money
  • Use dimensionality reduction techniques or predictive analytics to conquer challenging data analysis situations
  • Become familiar with different open source programming environments for data analysis

"Finally, a concise reference for understanding how to conquer piles of data."--Austin King, Senior Web Developer, Mozilla

"An indispensable text for aspiring data scientists."--Michael E. Driscoll, CEO/Founder, Dataspora



Binding Type: Paperback
Publisher: O'Reilly Media
Published: 12/07/2010
ISBN: 9780596802356
Pages: 509
Weight: 1.85lbs
Size: 9.20h x 7.00w x 1.40d

Review Citations: Reference and Research Bk News 02/01/2011 pg. 247
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SKU: 98129943744

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Rob Ross
Bozeman, US
★★★★★ 5
Easy storage, good holding power
This industrial pipe shelving system is a very nice way to add DIY storage to any room. The parts come well protected and are easy to assemble. They come with all the hardware one needs to install, though I used my own wall anchors because I like the ones I use and I know they work very well. I also decided in the end not to use the support legs because they would have had the shelves too low when mounted from the ceiling. Instead, I took those off and flipped the frames over so nothing would get in there, and I'll probably get nipples and caps from the hardware store to finish off the bottoms. The frames are finished in black, and resemble old galvanized gas pipes. As previously mentioned, assembly is easy enough and they accommodate whatever width of shelf you want to put up, within a reasonable limit. I used 36" shelves because that's the space I had to work with. The fact that each flange has three screws, assuming this is installed correctly, it should be rock-solid. I know mine is. I installed this in our laundry room / craft room in order to get more storage space, because it is so very busy in there. Given one could purchase the parts needed to build one of these for less, it's still a good value for the money because then after you buy those parts you have to clean and paint them, as well as prepare the boards. All I had to do was assemble these, and then prepare the boards, which made my life easier and the time saved was well worth the little extra. They also look fantastic with natural-colored oiled pine. I recommend these racks for their aesthetic, ascetic appearance, and their ability to hold a good amount of weight and storage, and not to mention if they're installed like mine, they will hold rolled leather hides like nobody's business.
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Reviewed in the United States on January 12, 2026
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JB
Cuba, US
★★★★★ 5
Impressive
Format: Paperback
I’m really impressed with this book. It’s the perfect complement to the review course. It's been incredibly helpful in tying together complex concepts that are often difficult to master. I’ve already noticed a major improvement in my understanding and confidence. Highly recommend it for anyone preparing for advanced certification exams.
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Reviewed in the United States on October 21, 2025
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Lei
Bozeman, US
★★★★★ 5
Good book
Format: Paperback
Helps understand the material more
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Reviewed in the United States on April 16, 2025
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krystal hale
Carnegie, US
★★★★★ 5
Helpful
Format: Paperback
This study guide has been helpful along with the book. It’s another useful study tool for tests. Recommend for nursing students
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Reviewed in the United States on December 29, 2023
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David Jr
Lexington, US
★★★★★ 5
Great
Format: Paperback
Great
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Reviewed in the United States on October 26, 2024

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