Best Neural Network Program in Matlab (without toolboxes)

It is proposed here a project to develop a Matlab code that implement an autoassociative (autoencoder) neural network without the use of any functionality from matlab NN toolbox.

Entirely programmed in matlab code functions, NO TOOLBOX, no gui.

Simple structured basic matlab code.

You could use any imaginable method or algorithm to develop the autoencoder and to its training.

IT MUST IMPLEMENT AN AUTOENCODER NN! Just one, with 39 Inputs, a bottleneck and 39 outputs

The bottleneck can be done with any number of hidden layers, as much as you want, but it must have at least one of them with LESS THAN 30 neurons.

Train MUST be done with the 50000 patterns training data supplied (X or Y in [url removed, login to view]).

Test MUST be done with the 10000 patterns test data supplied (TstX in [url removed, login to view]).

The one who gives me the best answer, according to the following equation, to the 10000 pattern TEST data will win the project:

TestResult=sum( mse(TestOutput-TstZ) * ( 1 + mae(TestOutput-TstZ) ) ) for the 10000 test patterns.

The data is composed of:

Z = true data to be compared in the training 39x50000 (desired output);

Y = raw noisy data if wanted to the training 39x50000 (Z plus white noise);

X = raw noisy data and with gross error values to be used as input in the training 39x50000 (Y plus errors, INPUT);

TstX = data to the test phase 39x10000 (input);

TstZ = true values to compare in the test phase 39x10000 (desired output).

Trainig could take any needed time, as long as you want.

However, the autoencoder must be applied thinking in a real-time application (max of hundreds of milliseconds) in a single Intel i3 or similar desktop PC. No metaheuristics or other than autoencoder method, no external trick, ONLY THE AUTOENCODER.

The system must accept the noisy and erroneous data (X or TstX) and supply the best possible answer, i.e. as close as it can get to the correct values (Z or TstZ).

It must have comments of the important line codes and about the methods, techniques and algorithms used to acheive the result.

Do you accept the challenge?

Tell me your TestResult number and price (<=250 USD).


-*-*- Must be an autoencoder artificial neural network, ONE autoencoder -*-*-

-*-*- Must be implemented in matlab code (.m) -*-*-

-*-*- Must not use any toolbox -*-*-

-*-*- Must have the supplied 39 inputs and 39 outputs (output=input) -*-*-

-*-*- Must have a hidden bottleneck layer with less than 30 neurons -*-*-

-*-*- Must be trained only with data from [url removed, login to view] (input: X or/and Y) -*-*-

-*-*- Must be tested only with data from [url removed, login to view] (input: TstX) -*-*-

It will be paid in two steps:

1) After the classified candidate won: Half

2) After check for the expected and correct answer and code verification: Other Half


Taidot: Algoritmi, Matlab ja Mathematica

Näytä lisää: neural network matlab code program, autoassociative neural network matlab, autoencoder training matlab, neural network program matlab, project neural network matlab code program, code neural network program matlab, best neural network matlab, matlab neural project, neural network matlab without toolbox, matlab neural network simple program, autoencoder matlab, use of algorithms, test algorithms, test algorithm, simple algorithms in c, program algorithms, program algorithm, one network, number algorithms, max network, line algorithms, line algorithm, in line program, get paid to input data, get paid program

Tietoa työnantajasta:
( 0 arvostelua ) Vila Nova de Gaia, Portugal

Projektin tunnus: #1734509

9 freelanceria on tarjonnut keskimäärin %project_bid_stats_avg_sub_26% %project_currencyDetails_sign_sub_27% tähän työhön


Hello. I can implement requested NN in MATLAB without NN toolbox.

$400 USD 10 päivässä
(25 arvostelua)

Professional from academic institute having 35 years of experience take try.

$575 USD 25 päivässä
(24 arvostelua)

I am professional matlab programer with ANN experience: [login to view URL] I can do it without the toolboxes.

$950 USD 14 päivässä
(4 arvostelua)

Hello. I am Msc student. I have developed a ANN algorith wich use gradient descent method in 1 hidden layer. I can develop second hidden layers because i have mathematical background. I am candidate of your project. Lisää

$250 USD 7 päivässä
(3 arvostelua)

Custom software development - The Administrator removed this message due to advertising which breaches our Terms and Conditions.

$250 USD 1 päivässä
(0 arvostelua)

PLease check your PM for details.

$250 USD 7 päivässä
(1 arvostelu)

Will Do It As Per Your Requirement. Thank You

$200 USD 10 päivässä
(0 arvostelua)

Hi, I am very interested, plz check the PM. Thanks

$250 USD 10 päivässä
(0 arvostelua)

We are M.Tech. (Control and Automation) people working with MATLAB for last two years. We have developed a MATLAB based ANN algorithm, GUI etc. We can do the project for sure. We can show you the results if you give us Lisää

$120 USD 7 päivässä
(0 arvostelua)