Deep Belief Network on CIFAR-10

Cerrado Publicado Nov 17, 2015 Pagado a la entrega
Cerrado Pagado a la entrega

The database of CIFAR-10 can be found on this page (CIFAR-10 Matlab version) : [login to view URL]~kriz/[login to view URL]

The algorithm theory is based on MSc thesis of Alex Krizhevsky (Learning Multiple Layers of Features from Tiny Images).

The paper can be found in the bottom of the same page ([login to view URL]~kriz/[login to view URL])

1) The developer must first download the database

2) Implement ZCA whitenning transformation to the data

3) Create a 2-layer (2 is the number of stacked Gaussian - Bernoulli Boltzman machines).

4) Train the Deep Belief Network using greedy layer-wise method

5) Train each Boltzman machine with CD (contrastive divergence) method

6) Extract an error on train images

* Extract some images of the filters from 1-layer

* Extract some images of the filters from 2-layer

The algorithm must be as simple and readable as possible and well commented in Matlab, impmlemented for ECU not GPU.

All informations are in the paper of Alex Krizhevsky.

Algoritmos Matemáticas Mathlab y Mathematica

Nº del proyecto: #8920255

Sobre el proyecto

5 propuestas Proyecto remoto Activo Dec 24, 2015

5 freelancers están ofertando un promedio de €636 por este trabajo

ognjen011

A proposal has not yet been provided

€189 EUR en 3 días
(145 comentarios)
6.7
sheak

Hello! We are experienced team of engineers with hundreds of reviews on this website. We have all the required skills and we have done hundreds of similar projects before. We would love to work with you on this project Más

€1030 EUR en 15 días
(14 comentarios)
5.4
instantProgr

Dear Madam or Sir, I have great experience with machine learning Python, C++ and Matlab. Moreover, as a mathematician, I am familiar with both the theoretical and the applied part of machine learning, especially de Más

€333 EUR en 3 días
(5 comentarios)
3.4
DominiqueFranc

Greetings! After going through your project description, I am excited to work on this project. I am experienced freelancer and fully capable to produce TOP notch work according to your requirements. Contact me to discu Más

€684 EUR en 12 días
(0 comentarios)
0.0