Chapter 4. Recurrent Neural Network
I think the brain is essentially a computer and consciousness is like a computer program. It will cease to run when the computer is turned off. Theoretically, it could be re-created on a neural network, but that would be very difficult, as it would require all one's memories. | ||
--Stephen Hawking |
To solve every problem, people do not initiate their thinking process from scratch. Our thoughts are non-volatile, and it is persistent just like the Read Only Memory (ROM) of a computer. When we read an article, we understand the meaning of every word from our understanding of earlier words in the sentences.
Let us take a real life example to explain this context a bit more. Let us assume we want to make a classification based on the events happening at every point in a video. As we do not have the information of the earlier events of the video, it would be a cumbersome task for the traditional deep neural networks to find some distinguishing...