How can I compile a pre-trained neural network into a standalone

Technical Source
1 min readJul 13, 2021

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How can I compile a pre-trained neural network into a standalone application using the MATLAB Compiler 4.10 (R2009a)?

The MATLAB Compiler 4.10 (R2009a) support for MATLAB and Toolboxes at the following web-link suggests that I can compile a pre-trained neural network:

<http://www.mathworks.com/products/compiler/compiler_support.html>

ANSWER

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The following script sets up the creation of a pre-trained network and stores it in a MAT-file (‘pre_trained_net.mat’).

clcclear allclose allP = [1 2 3 4 5];T = [1 2 3 4 3];net = newff(P,T,5);net.trainParam.epochs = 50;net = train(net,P,T);save pre_trained_net net

The following function utilizing the pre-trained network can be compiled into a stand-alone application:

function compiled_network(input)% Include Neural Network Toolbox dependencies.% web([docroot '/toolbox/compiler/function.html'])%#function network% Load data.load pre_trained_netif ischar(input)      input=str2num(input);endoutput = sim(net,input)plot(input,output,'o')

The following command may be used to compile the above function into a stand-alone application:

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https://www.matlabsolutions.com/resources/how-can-i-compile-a-pre-trained-neural-network-into-a-standalone-.php

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Technical Source
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