Introduction Flashcards
1
Q
What is the GOFAI central hypothesis?
A
Knowledge = symbols Intelligence = symbol manipulation
2
Q
What is Weak AI?
A
Simulation of intelligence. Does not solve the problem of general intelligence.
3
Q
What is Strong AI?
A
General intelligence
4
Q
When do we use machine learning?
A
Human expertise does not exist
We cannot explain our expertise
Solution changes over time
Solution needs to be adapted
5
Q
What is machine learning?
A
Design and analysis of algorithms that improve performance over time.
6
Q
Supervised Learning?
A
Labelled training data Prediction Compression Classification - class data Regression - numeric data (input, correct output)
7
Q
Unsupervised learning?
A
Unlabelled training data
Group data based on an observable similarity metric
(input,?)
8
Q
Reinforcement learning?
A
Operant condition
input, output, reward for output
