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Neural Networks - Interview Questions
Difference between the human brain and computers in terms of how information is processed.
Human Brain(Biological Neuron Network) Computers(Artificial Neuron Network)
The human brain works asynchronously Computers(ANN) work synchronously.
Biological Neurons compute slowly (several ms per computation) Artificial Neurons compute fast (<1 nanosecond per computation)
The brain represents information in a distributed way because neurons are unreliable and could die any time. In computer programs every bit has to function as intended otherwise these programs would crash.
Our brain changes their connectivity over time to represents new information and requirements imposed on us. The connectivity between the electronic components in a computer never change unless we replace its components.
Biological neural networks have complicated topologies. ANNs are often in a tree structure.
Researchers are still to find out how the brain actually learns. ANNs use Gradient Descent for learning.
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