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Dmitry2210602019-03-09 18:34:13
Neural networks
Dmitry221060, 2019-03-09 18:34:13

What is the dependence of the number of A-elements on the number of layers in the Rumelhart perceptron?

As I understood from the Wikipedia article , for the best training of a Rosenblatt single-layer perceptron, we need as many A-elements as there are input data options (training examples)

If the number of stimuli in the space W is equal to n > N (that is, it is greater than the number of A-elements of the elementary perceptron), then there is some classification C(W) for which there is no solution.
It follows that:
in Rosenblatt, the number of A-elements is equal to the number of stimuli

Those. if we have a certain network that has 10 inputs that receive a value of 1 or 0 and, for example, 8 outputs, then to solve a certain problem, we need 1024 A-elements (2 ^ 10).
Then our perceptron will look like this
10-1024-8
However, in another Wikipedia article , the following is written:
There is an assumption that by using more layers, you can reduce the number of elements in them, that is, the total number of elements in the layers will be less than if you use one hidden layer. This assumption has been successfully used in deep learning technologies and has a rationale.

Based on this, I had a question: "What will our perceptron look like if it has several layers?"
10-512-2-8
10-32-2-8
10-512-512-8
or some other option?

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2 answer(s)
M
Maxim Shek, 2016-11-03
@MaksMiles

In this case, the easiest way is to hang the event handler using JavaScript methods.
I would do like this:
My implementation can be called far from ideal, but if they throw stones, at least it is argued.
Important ! Familiarize yourself with an attribute like data-* before using it. I found it useful enough for my needs. I hope I helped you.

A
aphows, 2016-11-04
@aphows

It is logical to use several containers for a slider and change the classes in both containers when triggering slideChange (depending on your method of creating a slider: ribbon or classes). If you want to use a ready-made solution, you can connect two slick sliders and specify the asNavFor option in one of them ( kenwheeler.github.io/slick slider syncing section).

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