Ann representation, Computer Engineering

Assignment Help:

ANN Representation:

Mostly 'ANNs' are taught on "AI" courses since their motivation from brain studies and the fact which they are used in an "AI" task and namely machine learning. Moreover now I would argue such that their real home is in statistics as a representation scheme that they are just fancy mathematical functions. 

Well now imagine being asked to come up through a function to take the following inputs and then produce their associated outputs:

INPUT

OUTPUT

   1

     1

   2

     4

   3

     9

   4

     16

 

 

 

 

However the function you would learn would be as f(x) = x2. But now imagine like you had a set of values before a single instance as input to your function:  

INPUT

OUTPUT

[1,2,3]

     1

[2,3,4]

     5

[3,4,5]

    11

[4,5,6]

    19

Presumably now it is still possible to learn a function as: for example that there multiply the first and last element and take the middle one as of the product. But remember that the functions we are learning are getting more complicated so then they are still mathematical. Hence ANNs just take this further: as the functions they learn are usually so complicated that it's difficult to understand them on a global level. It means that they are still just functions that play around with numbers.


Related Discussions:- Ann representation

Define the most common biometrics, What is most common biometrics? Explain ...

What is most common biometrics? Explain in brief. The most common biometrics is as given below: Face geometry (Photo): The computer captures the picture of your face and m

Binary resolution - artificial intelligence, Binary Resolution: We look...

Binary Resolution: We looked at unit resolution (a propositional inference law) in the last lecture: A ∨ B,   ¬B /A We may have this a bit further to propositional bin

Spatial domain interpolation, Transfer Domain Create an interpolation al...

Transfer Domain Create an interpolation algorithm using the fast Fourier transformer. Assess the performance of the algorithm by using the PSNR and SSIM.  Compare your results w

What is meant by inferring latches, What is meant by inferring latches, how...

What is meant by inferring latches, how to avoid it? Consider the following: always @(s1 or s0 or i0 or i1 or i2 or i3) case ({s1, s0}) 2'd0: out = i0; 2'd1: out =

Corrosion, Explain the mechanidm of the rusting of iron on the basis of ele...

Explain the mechanidm of the rusting of iron on the basis of electrochemical corrosion?

Computer organisation, How many 32K X 1 RAM chips are needed to provide a m...

How many 32K X 1 RAM chips are needed to provide a memory capacity 256 kilobytes?

What is microcomputers, Q. What is Microcomputers? Microcomputers have ...

Q. What is Microcomputers? Microcomputers have become a common part of everyday life. The cost ranging from a few hundred to about ten thousand dollars, today's 16- and 32-bi

Software engineering, what is modular system ? list important properties of...

what is modular system ? list important properties of modular system

Interfacing subroutines with parameter passing, Interfacing Subroutines wit...

Interfacing Subroutines with Parameter Passing Let's now write a C program which calls the assembly program for parameter passing. Let's extend the previous two programs such t

Priority interrupt and synchronous bus, What is a Priority Interrupt? A...

What is a Priority Interrupt? Ans: A priority interrupt is a type of interrupt that establishes a priority over the many sources to determine which condition is to be serviced

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