Combing supervised machine learning model with deep learning model

Is there an example of how to combine trained suprvised machine learning model with the deep learning model to give a classifaction output?

Answer 1

[Varun Sai Alaparthi]

Hello Mahmoud,

Unfortunately, as of MATLAB R2022b, the requested example is not available with a built-in solution.

Additionally, it’s not clear what you mean by combining if you mean ensembling 2 models or using machine learning model on top of deep learning for classification tasks.

If it’s ensembling you are looking for please refer to this doc and replace with deep learning algorithm there:

Ensemble Algorithms - MATLAB & Simulink - MathWorks India

The other way to combine deep learning with traditional machine learning algorithms like KNN is to apply it on output of feature layer of deep learning algorithm

For example: applying KNN on last conv layer output of deep learning model and giving out the classification output.

There’s no example on this approach yet as of MATLAB 2022b. But you can refer these links for more information on this approach.

• Deep Hybrid Learning — a fusion of conventional ML with state of the art DL | by Aditya Bhattacharya | Towards Data Science
• 2012.04224v1.pdf (arxiv.org)

I hope this information helps and please reach out for any further issues.

Sincerely

Varun