What Is Binary Classification? Algorithms for Binary Classification Logistic Regression Decision Trees/Random Forests Decision Trees Random Forests Nearest Neighbor Support Vector Machines (SVM) Neural Networks Great. Now what? Determining What the Problem is Locate and Obtain Data Data Mining & Preparing for Analysis Splitting the Data Building the Models Validating the Models Conclusion What Is Binary Classification? Binary classification is used to classify a given set into two categories.