Data. Science. Hustle.
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This document contains a series of short quotes and phrases from Michael Conover, a senior data scientist at LinkedIn. The quotes discuss various aspects of working with data and doing data science, including the importance of thoroughly investigating and understanding your data, writing robust code, standardizing processes, measuring and analyzing results creatively, failing fast in machine learning experiments, understanding your models, hustling to continually learn and improve, and evangelizing data science work. Many of the quotes contain advice about working efficiently and overcoming challenges in working with data.
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