artificial intelligence Flashcards
true AI
- capable of consciousness
- unpredictable
virtual AI
- not truly conscious
- behavior strictly governed by set of programs
turing test
Computers will have achieved true artificial intelligence if a human being could not tell if he/she was talking to a computer or another
human being
digital vs analog
Each neuron either fires or doesn’t (digital)
* But…signals of thousands of individual neurons create
continuous “waves” of electrical and magnetic activity (analog)
serial vs parallel
- Computers calculate one thing at a time (serial)
- Brain process many different things simultaneously (parallel)
Computable vs. Non-computable Problems
- computers need to follow a formula or algorithm to achieve a solution
- Brains can solve problems not reducible to an algorithm
Deterministic vs. Non-deterministic
- Computer output determined by its programming
- Hard to explain human behavior as following a set of rules*
Dynamic Self-Construction vs. Static Construction
- A computer cannot rebuild, rewire, or redesign itself.
- Brains can adapt and rewire itself in response to learning
Advantages of computers over brains
- Speed and Repetition
- Memory Storage and Capacity
- Dimensions of calculation
Moore’s law
Computing power doubles every two years
* Pattern has remained true for over 50 years
Artificial Neural Networks (ANNs)
The networks are not programmed, they learn from experience
example of neural networks
Netflix recommended movies and tv
input layer
rods and cones of the retina
- The input layer translates the stimulus into a collection of numbers
hidden layer 1
Primary receiving areas
- Patterns in the data are found by changing values based on feedback
hidden layer 2
Association areas