Understanding Random Forest's hyperparameters with images

Decision Tree is a disseminated algorithm to solve problems. It tries to simulate the human thinking process by binarizing each step of the decision. So, at each step, the algorithm chooses between True or False to move forward. That algorithm is simple, yet very powerful, thus widely applied in machine learning models. However, one of the problems with Decision Trees is its difficulty in generalizing a problem.