Learning weights in perceptrons, Computer Engineering

Assignment Help:

Learning Weights in Perceptrons:

Furthermore details are we will look at the learning method for weights in multi-layer networks next lecture. Thus the following description of learning in perceptrons will help to clarify what is going on in the multi-layer case. According to the situation we are in a machine learning setting means we can expect the task to be to learn a target function wh into categories that given as at least a set of training examples supplied with their correct categorisations. However a little thought will be required in order to choose the correct way of thinking about the examples as input to a set of input units so due to the simple nature of a perceptron  there isn't much choice for the rest of the architecture. 

Moreover in order to produce a perceptron able to perform our categorisation task that we need to use the examples to train the weights between the input units and the output unit just to train the threshold. In fact to simplify the routine here we think of the threshold as a special weight that comes from a special  input node in which always outputs as 1. Thus we think of our perceptron like as:  each categorises examples

659_Learning Weights in Perceptrons.png

After then we can justify that the output from the perceptron is +1 if the weighted sum  from all the input units as including the special one is greater than zero but here if it outputs -1 otherwise. According to justification we see that weight w0 is simply the threshold value. Moreover thinking of the network such this means we can train w0 in the same way as we train all the other weights.


Related Discussions:- Learning weights in perceptrons

Define sr flip flop - sr latch with nor gate, Define SR Flip Flop - SR latc...

Define SR Flip Flop - SR latch with NOR Gate? The SR Flip flop neither is a circuit with two cross-coupled NOR gates or two cross-coupled NAND gates. SR

Task and parallel task, Task A logically discrete sector of a computati...

Task A logically discrete sector of a computational effort. A task is naturally a program or program-like set of instructions that is implemented by a processor.  Parallel

List criteria of data structures used in language processing, List the crit...

List the criteria on the basis of which data structures used in language processing can be classified. In language processing the data structures utilization can be classified

What is null pointer, What is NULL POINTER Inside main, a FILE * called...

What is NULL POINTER Inside main, a FILE * called file. Afterwards, the fopen function, passing it the path to data file, as well as "r", only intending to read from the file.

Explain the method to identify the object classes, Explain the method to id...

Explain the method to identify the Object Classes You would always be careful while identifying relevant object classes from application domain. Objects may include physical e

the bias and standard error , A random variable (X) is modelled as an expo...

A random variable (X) is modelled as an exponentially distributed with mean 30 units. Simulate N = 50 samples from this distribution, and every sample must have m = 20 simulated va

Differences between batch systems versus real-time systems, Question 1: ...

Question 1: a. Give NINE general properties of an MIS b. Name and explain the THREE main Problems and Issues of EIS Question 2: a. What are information systems for?

Components of flash, A piece of art can be looked at as having 3 main compo...

A piece of art can be looked at as having 3 main components, the subject, the composition and the content. Subject The subject of an artwork is, in simple terms, the object

What is boot manager, An EFI boot manager is also used to select and load t...

An EFI boot manager is also used to select and load the operating system, removing the require for a dedicated boot loader mechanism

Accessing a cache - computer architecture, Accessing a Cache:  Direct ...

Accessing a Cache:  Direct mapping: (Block address) modulo (Number of cache block in the cache) The valid bit indicate whether an entry contain a valid address.

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