In this module, we discuss the regression task in more details. More specifically, we review the task's definition, then the performance evaluation metrics for regression, and discuss models including
- Linear Regression
- Support Vector Regressor, Decision Tree, Random Forest (very similar to their classification counterpart)
- Neural Network (can also be applied to classification)
- AWS XGBoost (very similar to its classification counterpart)
- AWS Linear Learner