CNN for Binary Classification of Data

Hello,

I would like to develop a CNN architecture for binary classificaiton of sensor data. Are there any references/matlab examples for sample CNN codes that are not pretrained or structured for image classification? I haven't been able to find any so far.

Thanks in advance!

Answer 1

[Aniketh]

Hey since you haven't specified what type of data you are working with exactly I'll just share a few relevant resources which should be helpful

A useful example of classifying ECG singals:

https://in.mathworks.com/help/signal/ug/signal-classification-with-wavelet-analysis-and-convolutional-neural-networks.html

Some additional resources:

• https://in.mathworks.com/help/deeplearning/ug/train-network-on-data-set-of-numeric-features.html
• This example employs classical ML approach, should be transferrable to a CNN architecture with an idea of how to use sensor data
• https://in.mathworks.com/help/signal/ug/human-activity-recognition-using-signal-feature-extraction-and-machine-learning.html
• A MathWorks documented paper on Deep Learning for Signal Data:
• https://in.mathworks.com/content/dam/mathworks/white-paper/gated/deep-learning-for-signal-white-paper.pdf
• An example of processing 1D Temporal Data:
• https://in.mathworks.com/help/deeplearning/ug/sequence-to-sequence-classification-using-1-d-convolutions.html