Data Science from 3,209 Feet John Chandler University of Montana and Ars Quanta.

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Presentation transcript:

Data Science from 3,209 Feet John Chandler University of Montana and Ars Quanta

A Data Scientist Toolkit A scripting language (Python, C#, Java, Perl) A statistical computing language (R, SAS, SPSS) Database languages/environments (MSSQL, Oracle, Postgres, sqlite) Distributed computing environment (MapReduce, in many flavors) Fundamentally we are flipping bits, but this isn’t software development.

CRISP-DM, Shearer, 2000

Tools for data preparation A scripting language (Python, C#, Java) A statistical computing language (R, SAS, SPSS) Database languages/environments (MSSQL, Oracle, Postgres, sqlite) Distributed computing environment (MapReduce)

CRISP-DM, Shearer, 2000

Advice What is the simplest thing that could possibly work? Start small and expand scope. Use general tools. Bring uncertainty into the spotlight. Expect iteration. Clear-eyed evaluation of not competing on data.