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Very Brief Intro to
AI, ML and DL
Scott N. Gerard, PhD
2
Artificial
Intelligence
Perception
Reasoning
Knowledge
Planning
Machine Learning
Natural Language
Agents (virtual)
Symbolists
Deep Neural Networks
Neural Networks
Connectionists
Bayesians
Analogizers
Evolutionaries
Robotics (physical)
…
3
Linear Regression
is a simple kind of
Machine Learning
4
Black Cauldron Disclosure
Many Features
Corpus
Wing of bat
Eye of newt
cognitive
application
machine learning
Disclosure
Anti-pattern
ML ≠ Miracle
Today’s AI are Narrowly Applicable
• Today’s AIs solve only 1
problem (“narrow peaks”)
• Chess AI can’t play checkers
Solved problem
Unsolved similar problem
Future AIs will be Broadly Applicable
• Artificial General AI (AGI)
• “high plateau”
• But not for a while
From a T-shirt
“Narrow Intelligence
is no match for
the frailties of
Broad Intelligence”

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