Data. Science. Hustle.

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Mike Conover

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

Technologie Formation

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

You’re only as good as
your knowledge of the data.
@vagabondjackData. Science. Hustle.
Investigate Hack Assume Nothing
Thursday, August 22, 2013

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

All Shapes, Sizes
@vagabondjackData. Science. Hustle.
Unstructured UnpredictablePoorly Documented
Thursday, August 22, 2013

Write bullet proof code.
@vagabondjackData. Science. Hustle.
It’s Going to Break You’re on the Hook
Thursday, August 22, 2013

Standardize Early, Often
@vagabondjackData. Science. Hustle.
Integers are Powerful Take a Guess
Don’t Make
Me Think
Thursday, August 22, 2013

Big Column Space
@vagabondjackData. Science. Hustle.
Internet of
Everything
Combinatorial
Explosion
Impact & Ease
Thursday, August 22, 2013

It’s not as hard as you think.
@vagabondjackData. Science. Hustle.
Netﬂix Challenge Simple Elegance Low Hanging Fruit
Thursday, August 22, 2013

Measure Creatively
@vagabondjackData. Science. Hustle.
Instrumentation Similarity Normalization
Thursday, August 22, 2013

Think in Memory
@vagabondjackData. Science. Hustle.
Downsample Explore Visualize
Thursday, August 22, 2013

Fail Fast Machine Learning
@vagabondjackData. Science. Hustle.
Minimum
Viable
Algorithm
Effort vs. Progress
Hidden
Structure
Thursday, August 22, 2013

Understand Your Model
@vagabondjackData. Science. Hustle.
Analyzability Robustness Credibility
Thursday, August 22, 2013

It’s harder than you think.
@vagabondjackData. Science. Hustle.
All Singing
All Dancing
Carnival of the Bizarre Last Mile
Thursday, August 22, 2013

Move, Faster.
@vagabondjackData. Science. Hustle.
Somebody Already
Had Your Idea
Hofstadter’s Law
Compound
Interest
Thursday, August 22, 2013

Come Correct
@vagabondjackData. Science. Hustle.
Lock it Down Know the Angles They Will Ask
Thursday, August 22, 2013

Make it Magic
@vagabondjackData. Science. Hustle.
Reﬁne Simplify Persist
Thursday, August 22, 2013

Evangelism counts.
@vagabondjackData. Science. Hustle.
Clear Vision Strong Partners Real Talk
Thursday, August 22, 2013

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Data. Science. Hustle.

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

2. Thursday, August 22, 2013

3. Thursday, August 22, 2013

4. Thursday, August 22, 2013

5. Data Thursday, August 22, 2013

6. You’re only as good as your knowledge of the data. @vagabondjackData. Science. Hustle. Investigate Hack Assume Nothing Thursday, August 22, 2013

7. 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

8. All Shapes, Sizes @vagabondjackData. Science. Hustle. Unstructured UnpredictablePoorly Documented Thursday, August 22, 2013

9. Write bullet proof code. @vagabondjackData. Science. Hustle. It’s Going to Break You’re on the Hook Thursday, August 22, 2013

10. Standardize Early, Often @vagabondjackData. Science. Hustle. Integers are Powerful Take a Guess Don’t Make Me Think Thursday, August 22, 2013

11. Big Column Space @vagabondjackData. Science. Hustle. Internet of Everything Combinatorial Explosion Impact & Ease Thursday, August 22, 2013

12. Science Thursday, August 22, 2013

13. It’s not as hard as you think. @vagabondjackData. Science. Hustle. Netﬂix Challenge Simple Elegance Low Hanging Fruit Thursday, August 22, 2013

14. Measure Creatively @vagabondjackData. Science. Hustle. Instrumentation Similarity Normalization Thursday, August 22, 2013

15. Think in Memory @vagabondjackData. Science. Hustle. Downsample Explore Visualize Thursday, August 22, 2013

16. Fail Fast Machine Learning @vagabondjackData. Science. Hustle. Minimum Viable Algorithm Effort vs. Progress Hidden Structure Thursday, August 22, 2013

17. Understand Your Model @vagabondjackData. Science. Hustle. Analyzability Robustness Credibility Thursday, August 22, 2013

18. It’s harder than you think. @vagabondjackData. Science. Hustle. All Singing All Dancing Carnival of the Bizarre Last Mile Thursday, August 22, 2013

19. Hustle Thursday, August 22, 2013

20. Move, Faster. @vagabondjackData. Science. Hustle. Somebody Already Had Your Idea Hofstadter’s Law Compound Interest Thursday, August 22, 2013

21. Come Correct @vagabondjackData. Science. Hustle. Lock it Down Know the Angles They Will Ask Thursday, August 22, 2013

22. Make it Magic @vagabondjackData. Science. Hustle. Reﬁne Simplify Persist Thursday, August 22, 2013

23. Evangelism counts. @vagabondjackData. Science. Hustle. Clear Vision Strong Partners Real Talk Thursday, August 22, 2013

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

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