Data Smart: Using Data Science to Transform Information Into Insight

Foreman, John W.

ISBN 10: 111866146X / ISBN 13: 9781118661468

Editore: Wiley, 2013

Readable copy. Pages may have considerable notes/highlighting. ~ ThriftBooks: Read More, Spend Less. Codice articolo G111866146XI5N00

Riassunto:

Data Science gets thrown around in the press like it's magic. Major retailers are predicting everything from when their customers are pregnant to when they want a new pair of Chuck Taylors. It's a brave new world where seemingly meaningless data can be transformed into valuable insight to drive smart business decisions.

But how does one exactly do data science? Do you have to hire one of these priests of the dark arts, the "data scientist," to extract this gold from your data? Nope.

Data science is little more than using straight-forward steps to process raw data into actionable insight. And in Data Smart, author and data scientist John Foreman will show you how that's done within the familiar environment of a spreadsheet.

Why a spreadsheet? It's comfortable! You get to look at the data every step of the way, building confidence as you learn the tricks of the trade. Plus, spreadsheets are a vendor-neutral place to learn data science without the hype.

But don't let the Excel sheets fool you. This is a book for those serious about learning the analytic techniques, the math and the magic, behind big data.

Each chapter will cover a different technique in a spreadsheet so you can follow along:

• Mathematical optimization, including non-linear programming and genetic algorithms
• Clustering via k-means, spherical k-means, and graph modularity
• Data mining in graphs, such as outlier detection
• Supervised AI through logistic regression, ensemble models, and bag-of-words models
• Forecasting, seasonal adjustments, and prediction intervals through monte carlo simulation
• Moving from spreadsheets into the R programming language

You get your hands dirty as you work alongside John through each technique. But never fear, the topics are readily applicable and the author laces humor throughout. You'll even learn what a dead squirrel has to do with optimization modeling, which you no doubt are dying to know.

Informazioni sull?autore: John W. Foreman is Chief Data Scientist for MailChimp.com, where he leads a data science product development effort called the Email Genome Project. As an analytics consultant, John has created data science solutions for The Coca-Cola Company, Royal Caribbean International, Intercontinental Hotels Group, Dell, the Department of Defense, the IRS, and the FBI.

Dati bibliografici

Titolo: Data Smart: Using Data Science to Transform ...
Casa editrice: Wiley
Data di pubblicazione: 2013
Legatura: Paperback
Condizione: Fair
Condizione sovraccoperta: No Jacket