data. science. hustle

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Data. Science. Hustle. Michael Conover Senior Data Scientist, LinkedIn @vagabondjack Thursday, August 22, 2013

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A collection of Insights into the effective practice of data science.

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Page 1: Data. Science. Hustle

Data. Science. Hustle.Michael Conover

Senior Data Scientist, LinkedIn

@vagabondjack

Thursday, August 22, 2013

Page 2: Data. Science. Hustle

Thursday, August 22, 2013

Page 3: Data. Science. Hustle

Thursday, August 22, 2013

Page 4: Data. Science. Hustle

Thursday, August 22, 2013

Page 5: Data. Science. Hustle

Data

Thursday, August 22, 2013

Page 6: Data. Science. Hustle

You’re only as good as your knowledge of the data.

@vagabondjackData. Science. Hustle.

Investigate Hack Assume Nothing

Thursday, August 22, 2013

Page 7: Data. Science. Hustle

If you can’t regenerate your work,it never really existed.

@vagabondjackData. Science. Hustle.

T+18 Months Bit Rot Fail Happens

Thursday, August 22, 2013

Page 8: Data. Science. Hustle

All Shapes, Sizes

@vagabondjackData. Science. Hustle.

Unstructured UnpredictablePoorly Documented

Thursday, August 22, 2013

Page 9: Data. Science. Hustle

Write bullet proof code.

@vagabondjackData. Science. Hustle.

It’s Going to Break You’re on the Hook

Thursday, August 22, 2013

Page 10: Data. Science. Hustle

Standardize Early, Often

@vagabondjackData. Science. Hustle.

Integers are Powerful Take a GuessDon’t MakeMe Think

Thursday, August 22, 2013

Page 11: Data. Science. Hustle

Big Column Space

@vagabondjackData. Science. Hustle.

Internet of Everything

CombinatorialExplosion

Impact & Ease

Thursday, August 22, 2013

Page 12: Data. Science. Hustle

Science

Thursday, August 22, 2013

Page 13: Data. Science. Hustle

It’s not as hard as you think.

@vagabondjackData. Science. Hustle.

Netflix Challenge Simple Elegance Low Hanging Fruit

Thursday, August 22, 2013

Page 14: Data. Science. Hustle

Measure Creatively

@vagabondjackData. Science. Hustle.

Instrumentation Similarity Normalization

Thursday, August 22, 2013

Page 15: Data. Science. Hustle

Think in Memory

@vagabondjackData. Science. Hustle.

Downsample Explore Visualize

Thursday, August 22, 2013

Page 16: Data. Science. Hustle

Fail Fast Machine Learning

@vagabondjackData. Science. Hustle.

MinimumViable

AlgorithmEffort vs. Progress

Hidden Structure

Thursday, August 22, 2013

Page 17: Data. Science. Hustle

Understand Your Model

@vagabondjackData. Science. Hustle.

Analyzability Robustness Credibility

Thursday, August 22, 2013

Page 18: Data. Science. Hustle

It’s harder than you think.

@vagabondjackData. Science. Hustle.

All SingingAll Dancing

Carnival of the Bizarre Last Mile

Thursday, August 22, 2013

Page 19: Data. Science. Hustle

Hustle

Thursday, August 22, 2013

Page 20: Data. Science. Hustle

Move, Faster.

@vagabondjackData. Science. Hustle.

Somebody AlreadyHad Your Idea

Hofstadter’s LawCompound

Interest

Thursday, August 22, 2013

Page 21: Data. Science. Hustle

Come Correct

@vagabondjackData. Science. Hustle.

Lock it Down Know the Angles They Will Ask

Thursday, August 22, 2013

Page 22: Data. Science. Hustle

Make it Magic

@vagabondjackData. Science. Hustle.

Refine Simplify Persist

Thursday, August 22, 2013

Page 23: Data. Science. Hustle

Evangelism counts.

@vagabondjackData. Science. Hustle.

Clear Vision Strong Partners Real Talk

Thursday, August 22, 2013

Page 24: Data. Science. Hustle

Data. Science. Hustle.Michael Conover

Senior Data Scientist, LinkedIn

@vagabondjack

Thursday, August 22, 2013