Matlab Convolution Neural Net Expert

Hello, we need someone to create a MATLAB program for us with the following requirements:

1) We have several images for several locations and a layer with classifications for each pixel (N samples, each M x N image, where M and N may be different for each sample). Each location/sample has several images stacked together which we want to use to predict the classification of each pixel. The data for each location/sample is flattened into N matrices (the matrices have row, col of the image and columns for all inputs and targets). That is, each of the N locations/sample consists of a matrix that has been prepared which is of size N*M x K +1 where K is the number of predictors. Each column of the matrix represents an MxN image/raster that has been flattened into a vector. If you require a different form of the data format for input, then you would need to create the code to convert from the stacked images matrix representation to your preferred representation. Contractor should create a CNN model that can be used to predict value of each pixel in an image based on the inputs images. We can provide a few sample files.

2) May only use the following licensed libraries:

Deep Learning Toolbox

Econometrics Toolbox

Financial Toolbox

Global Optimization Toolbox


Optimization Toolbox

Parallel Computing Toolbox

Statistics and Machine Learning Toolbox

It may not use any other matlab licensed libraries.

3) The final model should be compile-able using the matlab C coder to create a DLL. We have done this before with regular patternnet NN in matlab so as long as the model interface is similar it should be fine. We can verify this based on your approach in milestone 1.

4) It should allow for the model to be trained in chunks. All samples would be in total too large to store in memory at once, so the model training framework needs to be set up to successively read in files, train, purge data from memory (but save network), read in more files, further train network, etc.

5) The machine we will run the model on has many GPU cards on a single Windows VM. It should be set up to leverage multiple GPUs to accelerate training.

6) Should be able to deal with missing data (either missing pixels for predictor variable in a sample, a missing predictor variable in entirety in a sample both in training and prediction; or a missing pixel in the target variable in training).

Note: depending on complexity to deploy, an Octave model may also be proposed but must be able to be compiled into a dll either by Matlab C Coder or by you, and meet all requirements above. We would also consider a Python based model.

Taidot: Matlab ja Mathematica, Algoritmi, Sähkötekniikka, Matematiikka, Kuvantaminen

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Tietoa työnantajasta:
( 0 arvostelua ) Santa Clara, United States

Projektin tunnus: #27928174

8 freelanceria on tarjonnut keskimäärin $763 tähän työhön


Hi there, I'm bidding on your project "Matlab Convolution Neural Net Expert" I am a data scientist and Being an expert machine learning and artificial intelligence I can do this project for you. please leave a message Lisää

$750 USD 5 päivässä
(30 arvostelua)

Hello I’m mohamed saeed Matlab expert with high experience I have checked your job description and ready to help you in your project

$556 USD 2 päivässä
(54 arvostelua)

Hello Dear, I see that you need Matlab Expert. Well, I am an expert in simulations in MATLAB and SIMULINK in many fields including Electronics, Communication, Control systems, Signal Processing and Mathematics, etc. I Lisää

$556 USD 15 päivässä
(15 arvostelua)

We are a team of experts in matlab, cs, and related matters. text us of interested for more details.

$2000 USD 28 päivässä
(2 arvostelua)

Hi, I carefully read your project requirements and I understand that you want to design MATLAB based project, yes I will design it for you just in 4 to 5 hours from now. I am expert in this field and having 3 years wor Lisää

$500 USD 1 päivässä
(11 arvostelua)

I have extensive experience with ML, Python and Matlab, in special with computer-vision application and remote-sensing applications, including hyperspectral satelite image classification.

$750 USD 30 päivässä
(2 arvostelua)

- previous experience in such topics; - eager to discuss a lot in this chat stream; - degree stats / maths;

$495 USD 1 päivässä
(0 arvostelua)

The project requires a deep learning model to be created. I have been working in machine learning/deep learning for over a couple of years. I have also worked in MATLAB. I can get this project done within the allotte Lisää

$500 USD 7 päivässä
(0 arvostelua)