How to deploy ML model on thingspeaks

Question

Arnav 2024-3-6

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https://ww2.mathworks.cn/matlabcentral/answers/2091266-how-to-deploy-ml-model-on-thingspeaks

回答： Raghava S N 2024-3-11

I have an ML model trained locally on my system. I want to know how I can deploy my ML model on thingspeak. I would need to work on this model online. I would feed it data and would collect the output. Can I know how to deploy it? Also if it isnt possible to deploy it here, I could deploy it on EC2 on AWS. So is there a way I can access EC2 using thingspeak (feed it data and collect the output)?

I'm new to this so please bear me.

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Answer 1

Raghava S N 2024-3-11

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https://ww2.mathworks.cn/matlabcentral/answers/2091266-how-to-deploy-ml-model-on-thingspeaks#answer_1423626

Hi Arnav,

There is a "Developing an IoT Analytics System with MATLAB, Machine Learning, and ThingSpeak" paper linked from the ThingSpeak website that may be of help -

https://www.mathworks.com/company/newsletters/articles/developing-an-iot-analytics-system-with-matlab-machine-learning-and-thingspeak.html.

In this example, the author takes the model and generates MATLAB code and includes it as a function. The paper also outlines a general workflow, which can be utilised for this use-case.

The paper demonstrates the preferred approach to train the model on a desktop and embed the trained model parameters in the MATLAB code that is operationalized on ThingSpeak.

Another approach is to upload the trained model to DropBox - https://www.mathworks.com/matlabcentral/fileexchange/59673-upload-files-to-your-dropbox-folder-from-matlab and have the code operationalized on ThingSpeak pull the model down parameters from DropBox - https://www.mathworks.com/matlabcentral/fileexchange/67833-download-files-from-your-dropbox-api-folder-using-matlab on demand and apply it to the ingested data.

Please refer to this MATLAB Answers post for a more detailed discussion on the same topic - https://www.mathworks.com/matlabcentral/answers/516865-upload-trained-machine-learning-model-to-thingspeak