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4 votes
2 answers
275 views

Are there any learning algorithms as powerful as "deep" architectures?

This article suggests that deep learning is not designed to produce the universal algorithm and cannot be used to create such a complex systems. First of all it requires huge amounts of computing ...
kenorb's user avatar
  • 10.5k
3 votes
2 answers
109 views

How to distinguish AI modeling from implementation?

Quote from this Eric's meta post about modelling and implementation: They are not exactly the same, although strongly related. This was a very difficult lesson to learn among mathematicians and early ...
kenorb's user avatar
  • 10.5k
3 votes
1 answer
535 views

What are the main differences between a deep Boltzmann machine and a deep belief network?

What are the main differences between a deep Boltzmann machine (DBM) (a recurrent neural network) and a deep belief network (which is based on RBMs)?
kenorb's user avatar
  • 10.5k
10 votes
2 answers
3k views

What's the difference between hyperbolic tangent and sigmoid neurons?

Two common activation functions used in deep learning are the hyperbolic tangent function and the sigmoid activation function. I understand that the hyperbolic tangent is just a rescaling and ...
bpachev's user avatar
  • 410
31 votes
2 answers
1k views

How is a deep neural network different from other neural networks?

How is a neural network having the "deep" adjective actually distinguished from other similar networks?
kenorb's user avatar
  • 10.5k
1 vote
1 answer
161 views

What is the relation between optimality theory and AI?

How do the basic components optimality theory apply to artificial intelligence? How is optimality theory related to neural network research?
Luke's user avatar
  • 253
50 votes
3 answers
24k views

What is the difference between strong-AI and weak-AI?

I've heard the terms strong-AI and weak-AI used. Are these well defined terms or subjective ones? How are they generally defined?
WilliamKF's user avatar
  • 2,523
104 votes
9 answers
17k views

What is the difference between artificial intelligence and machine learning?

These two terms seem to be related, especially in their application in computer science and software engineering. Is one a subset of another? Is one a tool used to build a system for the other? What ...
intcreator's user avatar
  • 1,335

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