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Practical Problem Solving with Data - Onlab Data Conference, Tokyo

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Practical problem solving with data involves more than just visualization or applying the latest machine learning techniques. Intuition, domain knowledge, and reasonable approximations can mean the difference between a successful model and a catastrophic failure. Good problem solvers deeply analyze available data, improvise solutions using their unique assets, anticipate outcomes and issues, and adapt their techniques over time.
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Practical Problem Solving With Data Pete Skomoroch @peteskomoroch Onlab Data Conference June 22, 2012
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Page 1: Practical Problem Solving with Data - Onlab Data Conference, Tokyo

Practical Problem Solving With Data

Pete Skomoroch@peteskomoroch

Onlab Data ConferenceJune 22, 2012

Page 2: Practical Problem Solving with Data - Onlab Data Conference, Tokyo
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To solve hard problems:

Page 5: Practical Problem Solving with Data - Onlab Data Conference, Tokyo

Think like a street fighter

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Analyze

Improvise

Anticipate

Adapt

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How does this apply to startups?

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Analyze

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The Men Who Stare at Charts

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Look at your data

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Averages Suck

0"

2"

4"

6"

8"

10"

12"

1" 2" 3" 4" 5" 6" 7" 8" 9" 10"

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Build a Viewer App

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Algorithmic Intuition

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Improvise

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Extract

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Anticipate

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Use Your Viewer App

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Adapt

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Look at your errors

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• Sanity check row counts

• Track errors over time

• Find patterns in the error data

• Add missing features to models

• Replace models entirely

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Page 31: Practical Problem Solving with Data - Onlab Data Conference, Tokyo

Analyze

Improvise

Anticipate

Adapt

Page 32: Practical Problem Solving with Data - Onlab Data Conference, Tokyo

Think like a street fighter

Pete Skomoroch@peteskomoroch

Onlab Data ConferenceJune 22, 2012


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