Artificial intelligence is becoming more and more common, with reports of new advances or new applications of artificial intelligence almost every day. How much do humans know about its ideas? How can we work hard to study it?
Our understanding of artificial intelligence
Most of the artificial intelligence we know today follows the rules of deep learning, which is to input a set of data to the machine and the desired output, and the machine generates algorithms to solve the problem. Then the system will repeat this process and continue to learn. This is called a neural network. It is necessary to use this method to build artificial intelligence, because the computer is faster than humans. If you switch to humans, you may need to manually code for a lifetime.
Tommi Jaakkola, a professor of electrical engineering and computer science at the Massachusetts Institute of Technology, said: "If you have a small neural network, you can easily understand it. But once the neural network expands, it has thousands of layers, and each layer can be reached. Thousands of units, then it is not so easy to understand."
We are in an era when humans are confronting these systems. Before humans trust machines, we must solve the problem of letting these machines interpret themselves. So, what method do we use to do this?
1. Reverse the algorithm. In image recognition, when a computer recognizes the pattern it has learned, it needs to program the machine to generate or modify the picture. Take the picture of Genesis as an example. It uses Google Deep Dream technology to modify the picture. Artificial intelligence participates in it and adjusts the position of a dog in the image. From this, we can understand what the image of the dog is for artificial intelligence. First, it mainly recognizes the head (this is the main feature of the dog); second, the computer is identified by positioning it in the middle of Adam (left side of the image) and God (right side of the image). To sum up, Deep Dream technology is applied to an image depicting the birth of Adam, artificial intelligence is required to find the dog and modify its location.
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