Try Random Forest

Try K-Nearest Neighbor (knn). It is simple and gives good results

Hi Chamari,

Basically, there is no best machine learning algorithm, however, I recommend trying linear algorithms first, but if you found them not sufficient, you could give kernel methods and neural networks a try. 

HTH.

Samer

I would try the Kernel Support Vector Machine for nonlinear classification.

The attached link has similar discussion about the topic.

https://www.researchgate.net/post/What_is_the_most_proper_classifier_for_for_big_class_numbers_30_or_55_classes

https://www.cs.utah.edu/~piyush/teaching/aly05multiclass.pdf