Data Science Notes
https://class.coursera.org/datasci-001/class/index
Introduction
Context
Bill Howe venn diagram. "Danger Zone" is hacking + expertise without statistics.
Mike Driscolls 3 DS skills
- Statistics
- Data Munging
- Visualization
Dimensions
DS is not (or not quite)
- Business Intelligence
- Statistics
- Data(base) Management
- Visualization
- Machine Learning
If you're a → You need to learn
- DBA → unstructured data
- statistician → data that exceeds memory
- software engineer → statistical modeling
- business analyst → algorithms and tradeoffs at scale