Review

• Machine Learning and AI

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What is Machine Learning?

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Automated Data Science

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Examples

How can we apply machine learning to Hack Oregon data projects

• Behind the Curtain: Predict election results
• Plot PDX: Predict home prices
• Poverty: household income, “real” CPI
• Education: predict graduation rates

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What makes a “Good” Problem

• Solvable
  • You know when you have an answer
  • You know how good the answer is
• Data
  • Easy
  • Clean
  • Plenty of it
  • Good sampling (imbalanced data is tricky)

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What is AI?

• Machine Learning?
• Turing Test
• Deep Learning (Neural Nets)?
• Doing stuff better than Humans?
• Accomplishing goals?
• What is intelligence?
• Machine Consiousness?
• Machine Conscience?

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Toolbox

• python
  • numpy, scikit-learn, matplotlib
• git
  • GitHub
• Linux
  • built into OSX, Ubuntu, etc
  • git-bash, CygWin or bash for Windows 10!