By John W. Foreman
ISBN-10: 111866146X
ISBN-13: 9781118661468
Data Science will get thrown round within the press like it is magic. significant outlets are predicting every little thing from whilst their shoppers are pregnant to once they need a new pair of Chuck Taylors. it is a courageous new global the place possible meaningless info might be remodeled into important perception to force clever company decisions.
But how does one precisely do information technology? should you rent this type of monks of the darkish arts, the "data scientist," to extract this gold out of your information? Nope.
Data technology is little greater than utilizing straight-forward steps to approach uncooked facts into actionable perception. And in Data Smart, writer and knowledge scientist John Foreman will express you ways that is performed in the typical atmosphere of a spreadsheet.
Why a spreadsheet? it truly is cozy! You get to examine the information each step of how, development self assurance as you research the methods of the alternate. Plus, spreadsheets are a vendor-neutral position to benefit facts technology with no the hype.
But do not allow the Excel sheets idiot you. this can be a ebook for these fascinated about studying the analytic ideas, the mathematics and the magic, at the back of mammoth data.
Each bankruptcy will disguise a special method in a spreadsheet so that you can persist with along:
- Mathematical optimization, together with non-linear programming and genetic algorithms
- Clustering through k-means, round k-means, and graph modularity
- Data mining in graphs, resembling outlier detection
- Supervised AI via logistic regression, ensemble versions, and bag-of-words models
- Forecasting, seasonal changes, and prediction durations via monte carlo simulation
- Moving from spreadsheets into the R programming language
You get your fingers soiled as you're employed along John via each one strategy. yet by no means worry, the themes are without problems appropriate and the writer laces humor throughout. You'll even study what a useless squirrel has to do with optimization modeling, that you without doubt are death to know.
Read or Download Data Smart: Using Data Science to Transform Information into Insight PDF
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