Book Flashcards
Are inputs of the enviroment the sole driver of learning ?
No.
Examples Felipe and Hellen Keller.
What is the 1st and most general definition of learning ?
To form an internal view of the external world
What is the mental lexicon ?
A mental dictionary that contains information regarding a word’s meaning, pronunciation and syntactic characteristics(rules of language)
What is an essential ingredient of learning ?
Randomness
What is Supervised learning?
A supervisor outside the system, knows a solution and tries to teach it to the machine.
Whay is adversarial learning ?
Having two neural networks compete against one another to achieve a winning outcome.
E.g. Chess
What is the Curse of dimensionality ?
Learning becomes hard when theres so many choices to be made.
If the number of parameters to be adjusted is minimized then..
The system can be forced to find a more general solution
What does an AGI recognize in an image?
Basic shape and colour
What’s the difference in time between a human and a machine when it comes to learning Atari ?
2 hours and 900 hours respectively.
If machines are data hungry then humans are…
Data efficient
What types of words do babies generally start learning first ?
Nouns
What singular word links familiar nouns that a baby first learns ?
THE
The bottle
The dog
What is the mutual exclusivity assumption ?
One name for each thing
Who was Rico and what rule did he use ?
Sheep dog. Knew 200 words.
By the mutual exclusivity rule you could ask him to fetch something by a name he wouldnt know providing objects he already knew were also in the room.
What is the first component of knowledge ?
A set of prior assumptions
Prior to any interactions of the enviroment.
When you encounter real data, you:
Sort out assumptions according to their plausibilty.
This is the 2nd component of knowledge