Architecture of artificial neural networks, Computer Engineering

Assignment Help:

Architecture of Artificial neural networks:

Presumably "Artificial Neural Networks" consist of a number of units that are mini calculation devices. But they take in real-valued input from multiple other nodes and they produce a single real valued output.  Through real-valued input and output we mean real numbers that are able to take any decimal value. However the architecture of ANNs is as given: 

1. There a set of input units that take in information about the example to be propagated by the network. Through propagation the information from the input will be passed by the network and an output produced. Presumably the set of input units forms that what is known as the input layer. 

2. There a set of hidden units that take input from the input layer. If there the hidden units collectively form the  hidden layer then just to simplicity here we assume like each unit in the input layer is connected to each unit of the hidden layer so it means this isn't necessarily the case. As a weighted su units forms the input to every hidden unit. Remember that the number of hidden units is usually smaller than the number of input units of course. 

3. There a set of output units that in learning tasks and dictate the category assigned to an example propagated through the network. So the output units form the output layer. Hence again for simplicity here we assume that each unit in the hidden layer is connected to each unit in the output layer so a weighted sum of the output from the hidden units forms the input to every output unit.  Still m of the output from the input.


Related Discussions:- Architecture of artificial neural networks

Homework, Use linear activation function and Hebbian learning for a SLFF ne...

Use linear activation function and Hebbian learning for a SLFF network to attempt to learn the following two sets of patterns. Why can the patterns be learned, or why can they not

Limitations of experts system, 1. It is hard even for a highly skilled ex...

1. It is hard even for a highly skilled experts to abstract good situational assessment when he is under time pressure. 2. Expert systems perform well with specific t

Propositional truth tables, Propositional truth tables: There {X\t} is...

Propositional truth tables: There {X\t} is a substitution that replaces all occurances of variable X with a term representing an object t as:  ∀X. A is true if and only

Explain 32 to 1 multiplexer tree, Why is Multiplexer Tree needed? Draw ...

Why is Multiplexer Tree needed? Draw the block diagram of a 32:1 Multiplexer Tree and explain how input is directed to the output in this system. Ans. One of the possible

Can a vector have a component equivalent to zero, Q. Can a vector have a co...

Q. Can a vector have a component equivalent to zero and still have a nonzero magnitude? Answer:- Yes For example the 2-dimensional vector (1, 0) has length sqrt (1+0) = 1

Determine the decimal equivalent of octal number, The number 140 in octal i...

The number 140 in octal is equivalent to decimal number ? Ans. (140) 8 = (96) 10 As 1 x 8 2 + 4 x 8 + 0x 1 = 64 + 32 = 96

State the process of development of object oriented analysis, The Process o...

The Process of Development The approach to development can be an iterative one. It involves repeated refinement of the object model. The process needs to be controlled by an a

Explain the different fields of an instructions, Explain the significance o...

Explain the significance of different fields of an instruction An instruction is a command given to a computer to perform a particular operation on some given data and the form

What is the working set of a process, What is the working set of a process?...

What is the working set of a process? The set of pages that are referred by the method in the last "n", references, where "n" is called the window of the working set of the pro

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd