data science: scope & opportunities · scope: complete data “pipeline” slide 3 data! !...

© 2016, R.A. Rutenbar Slide 1

Data Science: Scope & Opportunities

Rob A. Rutenbar Dept of Computer Science University of Illinois

© 2016, R.A. Rutenbar

CS+DS Tsunami: Illinois Version…

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• CS now largest major at UIUC • CS is 2nd largest teaching unit •  Statistics has most grad apps across all liberal arts + science…

© 2016, R.A. Rutenbar

Scope: Complete Data “Pipeline”

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DATA! à DATA! à DATA! à

Acquire Clean Organize Mine / Learn

Decide Act

Data Science Pipeline

Archive Curate Accessible

Regulate Ethics/Reproducible

Social/Community

DataàInfo Ecosystem

© 2016, R.A. Rutenbar

Scope: CS+DS as Essential Hub For…

Compute

+ Data

Health, Med

Art / Design

Social Sci

Societal

Science Business/Law

Humanities

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© 2016, R.A. Rutenbar

The Data Disruption…

… creates opportunities

© 2016, R.A. Rutenbar

Opportunity: Educational Breadth

§ More undergrads in game § Ex: UIUC CS+X degrees § CS(1/2)+X(1/2)=Degree in X

CS+Linguis*cs  CS+Chemistry  CS+Anthropology   CS+Astronomy  

CS+Sta*s*cs  CS+Math  

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© 2016, R.A. Rutenbar

UIUC CS+X: Rising Popularity § Dramatic surge of interest “to be next X” §  Likely pivoting toward more {CS+DS}+X

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CS+Advertising CS+Music

Next 3 X’s

In discussion CropSci Educat Economics

English Art/Design Business

CS+Philosophy

GeoScience

© 2016, R.A. Rutenbar

Opportunity: Educational Depth

§ New Illinois Master of CS in Data Sci on Coursera, Fall16 § Stackable, MOOC-based, CS + Stats + Info Sci

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© 2016, R.A. Rutenbar

Opportunities: Research

2 Extreme scalability

2 1 Heterogeneous data

✘ ✔ 2 Rethinking hardware stack for data

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