Introduction to Artificial Intelligence
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Transcript of Introduction to Artificial Intelligence
An Introduction toArtificial Intelligenceby Kevin Shockey
4 Take Aways
1. The New Math 2. The Exponential Phenomenon3. Analytics Are Our Only Hope4. Use Your Patterns, If Ya Got’em
Math is Hard
● Combinatorial Explosionn!=(n)(n-1)...(2)(1)
● Examples5! = 12010! = 3,628,800100! = 9.332622e+157200! = ?
Math is Hard
● Combinatorial Explosionn!=(n)(n-1)...(2)(1)
● Examples5! = 12010! = 3,628,800100! = 9.332622e+157200! = ∞
Math is Really Hard
● Combined ProbabilityP(a∩b∩...∩n) = P(a)P(b)...P(n)
● Examples P(.5) & P(.25) = P(.125)P(.01)&P(.01) = P(0.0001)P(1/2,500,000) = P(4e-7)P(4e-7)&P(4e-7) = P(1.6e-13)
Set Theory & Probabilities
● LinkedIn - 250 million users ● Twitter - 500 million users, > 350 million
tweets per day● Facebook - 1,000 million users● Internet - 2,405 million users
Exponential
Multiarmed Bandit
Analytics
Analytics #Bigdata
Patterns
Patterns
Agents
Inference Engine & Rule Base
Prediction