The Data Science Salon
$7.99
Minimum price
$15.00
Suggested price

The Data Science Salon

A Collaborative Learning Experience

About the Book

Data science has taken the world by storm. In a recent survey by Glassdoor, Data Scientist was named the best job in America. But what is the job of the data scientist? Data science is a process by which we state a question, gather and explore relevant data, conduct formal modeling, interpret results, and communicate findings. There is an art to this process that requires experience and collaboration to master.

The goal of the Data Science Salon is to provide a guided path to learning the conceptual and analytical skills needed to be an effective data scientist. We formulate this path as a group activity that can be done in small chunks on a regular basis. The primary objective is for your salon team to apply the Art of Data Science framework to a data science question of your choice and produce a report or summary of the analysis.  After working through your own data science question using the TAODS framework, you will be well equipped to embark on additional data analysis projects of even greater complexity.   Unlike didactic coursework with short answer questions and data analysis courses where you analyze the instructor’s sample data, in your Salon, you will be provided a structure to support your team’s analysis of its own data science question.  This learning format is especially well suited to those who have had some traditional coursework and are poised to make the leap to applying technical skills to a real world data science question.

The Data Science Salon series is composed of weekly sessions, which can be completed at any pace. The book provides summaries of what activities should be conducted each week and presents questions that should be answered by the end of each session. The objective of the Salon is for your group to meet regularly to work out different aspects of your data science problem. Each session will be supported by reading materials from the Art of Data Science, lecture videos from the authors, and additional reading material specifically supporting each session.

About the Authors

Roger D. Peng
Roger D. Peng

Roger D. Peng is a Professor of Statistics and Data Sciences at the University of Texas, Austin. Previously, he was Professor of Biostatistics at the Johns Hopkins Bloomberg School of Public Health. His research focuses on the development of statistical methods for addressing environmental health problems and on developing tools for doing better data analysis. He is the author of the popular book R Programming for Data Science and 10 other books on data science and statistics. He is also the co-creator of the Johns Hopkins Data Science Specialization, the Simply Statistics blog where he writes about statistics for the public, the Not So Standard Deviations podcast with Hilary Parker, and The Effort Report podcast with Elizabeth Matsui. Roger is a Fellow of the American Statistical Association and is the recipient of the Mortimer Spiegelman Award from the American Public Health Association, which honors a statistician who has made outstanding contributions to public health. He can be found on Twitter and GitHub at @rdpeng.

Elizabeth Matsui
Elizabeth Matsui

Elizabeth Matsui is a Professor of Population Health and Pediatrics at Dell Medical School at UT Austin and an Adjunct Professor of Pediatrics at Johns Hopkins University. She is also a practicing pediatric allergist/immunologist and epidemiologist and directs a research program focused on environmental exposures and lung health. Elizabeth can be found on Twitter @elizabethmatsui.

Corinne Keet
Corinne Keet

Corinne Keet, MD, PhD is an Associate Professor of Pediatrics at the Johns Hopkins School of Medicine. She is an epidemiologist specializing in the causes and treatment of allergic diseases. She is cofounder of Skybrude Consulting, LLC, a data science consulting firm. 

Table of Contents

  • Before You Begin
  • Preface
  • Session 1
    • Objectives
    • Organizing the Team
    • Brainstorming Ideas
    • Resources
    • Publicly Available Data
    • Related Links:
  • Session 2
    • Objectives
    • Resources
  • Session 3
    • Objectives
    • Resources
  • Session 4
    • Objectives
    • Resources
  • Session 5
    • Objectives
    • Resources
  • Session 6
    • Objectives
    • Resources
  • Session 7
    • Objectives
    • Resources
  • Session 8
    • Objectives
    • Resources
  • Session 9
    • Objectives
    • Resources
  • About the Authors

The Leanpub 60 Day 100% Happiness Guarantee

Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.

Now, this is technically risky for us, since you'll have the book or course files either way. But we're so confident in our products and services, and in our authors and readers, that we're happy to offer a full money back guarantee for everything we sell.

You can only find out how good something is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!

So, there's no reason not to click the Add to Cart button, is there?

See full terms...

Earn $8 on a $10 Purchase, and $16 on a $20 Purchase

We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.

(Yes, some authors have already earned much more than that on Leanpub.)

In fact, authors have earnedover $14 millionwriting, publishing and selling on Leanpub.

Learn more about writing on Leanpub

Free Updates. DRM Free.

If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).

Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.

Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.

Learn more about Leanpub's ebook formats and where to read them

Write and Publish on Leanpub

You can use Leanpub to easily write, publish and sell in-progress and completed ebooks and online courses!

Leanpub is a powerful platform for serious authors, combining a simple, elegant writing and publishing workflow with a store focused on selling in-progress ebooks.

Leanpub is a magical typewriter for authors: just write in plain text, and to publish your ebook, just click a button. (Or, if you are producing your ebook your own way, you can even upload your own PDF and/or EPUB files and then publish with one click!) It really is that easy.

Learn more about writing on Leanpub