Best machine learning model for binary variables input and categorical output?

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scully2014 le 3 Oct 2018

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https://fr.mathworks.com/matlabcentral/answers/421913-best-machine-learning-model-for-binary-variables-input-and-categorical-output

I have a training dataset which has 18 binary variables (predictors) with values 1/0. The response is categorical (High/Low). Right now I am the classification learner app but the accuracy is only 56%. Can anyone please suggest me some better approaches to improve the model accuracy? I used 10000 data. Maybe my training dataset is too small?